Partial Dependence PlotConditional Expectation PlotVariable Importances

Variable importances measure the importance of an input feature for a model.

    1.     "LotConfig"  0.000000 ################
    2.    "MSSubClass"  0.000000 ################
    3.      "MSZoning"  0.000000 ################
    4.   "LotFrontage"  0.000000 ################
    5.       "LotArea"  0.000000 ################
    6.        "Street"  0.000000 ################
    7.         "Alley"  0.000000 ################
    8.      "LotShape"  0.000000 ################
    9.   "LandContour"  0.000000 ################
   10.     "Utilities"  0.000000 ################
   11.  "YearRemodAdd"  0.000000 ################
   12.     "LandSlope"  0.000000 ################
   13.         "Fence"  0.000000 ################
   14.    "Condition1"  0.000000 ################
   15.    "Condition2"  0.000000 ################
   16.      "BldgType"  0.000000 ################
   17.   "MiscFeature"  0.000000 ################
   18.   "OverallQual"  0.000000 ################
   19.   "OverallCond"  0.000000 ################
   20.       "MiscVal"  0.000000 ################
   21.        "MoSold"  0.000000 ################
   22.     "RoofStyle"  0.000000 ################
   23.      "RoofMatl"  0.000000 ################
   24.   "Exterior1st"  0.000000 ################
   25.        "YrSold"  0.000000 ################
   26.    "MasVnrType"  0.000000 ################
   27.    "MasVnrArea"  0.000000 ################
   28.     "ExterQual"  0.000000 ################
   29.     "ExterCond"  0.000000 ################
   30.      "SaleType"  0.000000 ################
   31.      "HalfBath"  0.000000 ################
   32.      "BsmtCond"  0.000000 ################
   33.  "BsmtExposure"  0.000000 ################
   34. "SaleCondition"  0.000000 ################
   35.    "BsmtFinSF1"  0.000000 ################
   36.  "BsmtFinType2"  0.000000 ################
   37.    "BsmtFinSF2"  0.000000 ################
   38.     "BsmtUnfSF"  0.000000 ################
   39.   "TotalBsmtSF"  0.000000 ################
   40.       "Heating"  0.000000 ################
   41.     "3SsnPorch"  0.000000 ################
   42.    "CentralAir"  0.000000 ################
   43.    "Electrical"  0.000000 ################
   44.      "1stFlrSF"  0.000000 ################
   45.      "2ndFlrSF"  0.000000 ################
   46.  "LowQualFinSF"  0.000000 ################
   47.     "GrLivArea"  0.000000 ################
   48.  "BsmtFullBath"  0.000000 ################
   49.  "BsmtHalfBath"  0.000000 ################
   50.      "FullBath"  0.000000 ################
   51.  "BedroomAbvGr"  0.000000 ################
   52.  "KitchenAbvGr"  0.000000 ################
   53.   "KitchenQual"  0.000000 ################
   54.    "Functional"  0.000000 ################
   55.    "Fireplaces"  0.000000 ################
   56.   "FireplaceQu"  0.000000 ################
   57.    "GarageType"  0.000000 ################
   58.   "GarageYrBlt"  0.000000 ################
   59.    "GarageCars"  0.000000 ################
   60.    "GarageQual"  0.000000 ################
   61.    "GarageCond"  0.000000 ################
   62.    "PavedDrive"  0.000000 ################
   63.    "WoodDeckSF"  0.000000 ################
   64.   "OpenPorchSF"  0.000000 ################
   65. "EnclosedPorch"  0.000000 ################
   66.   "ScreenPorch"  0.000000 ################
   67.      "PoolArea"  0.000000 ################
   68.        "PoolQC"  0.000000 ################
   69.    "HouseStyle" -0.004274 ########
   70.     "YearBuilt" -0.004274 ########
   71.            "Id" -0.004274 ########
   72.   "Exterior2nd" -0.004274 ########
   73.    "Foundation" -0.004274 ########
   74.  "BsmtFinType1" -0.004274 ########
   75.  "TotRmsAbvGrd" -0.004274 ########
   76.    "GarageArea" -0.004274 ########
   77.  "GarageFinish" -0.004274 ########
   78.      "BsmtQual" -0.004274 ########
   79.  "Neighborhood" -0.008547 
   80.     "HeatingQC" -0.008547 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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    2.      "HalfBath"  0.027651 ###############
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    5.    "GarageType"  0.015041 ###########
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   13.    "Foundation"  0.007913 #########
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   25.            "Id"  0.003297 #######
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   31.  "BsmtExposure"  0.002137 #######
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    1.       "LotArea"  0.004950 ################
    2.    "GarageArea"  0.004950 ################
    3.     "YearBuilt"  0.004950 ################
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    7.   "OverallQual"  0.001163 ######
    8.   "TotalBsmtSF"  0.000784 #####
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   19.    "HouseStyle"  0.000234 ###
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   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "TotalBsmtSF"  0.025000 ################
    2.     "YearBuilt"  0.008871 ###############
    3.  "Neighborhood"  0.005769 ###############
    4.      "BsmtQual"  0.004167 ###############
    5.    "GarageArea"  0.002273 ###############
    6.    "GarageCars"  0.002273 ###############
    7.    "MasVnrArea"  0.001190 ###############
    8.      "2ndFlrSF"  0.001190 ###############
    9.        "YrSold"  0.001190 ###############
   10.   "OverallQual"  0.001190 ###############
   11.   "OverallCond"  0.001190 ###############
   12.     "BsmtUnfSF"  0.001190 ###############
   13.   "GarageYrBlt"  0.001190 ###############
   14.   "MiscFeature"  0.000000 ###############
   15.       "MiscVal"  0.000000 ###############
   16.      "MSZoning"  0.000000 ###############
   17.      "SaleType"  0.000000 ###############
   18. "SaleCondition"  0.000000 ###############
   19.        "Street"  0.000000 ###############
   20.         "Alley"  0.000000 ###############
   21.      "LotShape"  0.000000 ###############
   22.   "LandContour"  0.000000 ###############
   23.     "Utilities"  0.000000 ###############
   24.      "HalfBath"  0.000000 ###############
   25.     "LandSlope"  0.000000 ###############
   26.    "Condition1"  0.000000 ###############
   27.    "Condition2"  0.000000 ###############
   28.      "BldgType"  0.000000 ###############
   29.     "RoofStyle"  0.000000 ###############
   30.      "RoofMatl"  0.000000 ###############
   31.    "MasVnrType"  0.000000 ###############
   32.     "ExterCond"  0.000000 ###############
   33.    "Foundation"  0.000000 ###############
   34.      "BsmtCond"  0.000000 ###############
   35.  "BsmtExposure"  0.000000 ###############
   36.  "BsmtFinType1"  0.000000 ###############
   37.    "BsmtFinSF1"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.    "BsmtFinSF2"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "3SsnPorch"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.  "LowQualFinSF"  0.000000 ###############
   45.  "BsmtFullBath"  0.000000 ###############
   46.  "BsmtHalfBath"  0.000000 ###############
   47.  "BedroomAbvGr"  0.000000 ###############
   48.  "KitchenAbvGr"  0.000000 ###############
   49.    "Functional"  0.000000 ###############
   50.    "Fireplaces"  0.000000 ###############
   51.   "FireplaceQu"  0.000000 ###############
   52.    "GarageType"  0.000000 ###############
   53.  "GarageFinish"  0.000000 ###############
   54.    "GarageQual"  0.000000 ###############
   55.    "GarageCond"  0.000000 ###############
   56.    "PavedDrive"  0.000000 ###############
   57.    "WoodDeckSF"  0.000000 ###############
   58. "EnclosedPorch"  0.000000 ###############
   59.   "ScreenPorch"  0.000000 ###############
   60.      "PoolArea"  0.000000 ###############
   61.        "PoolQC"  0.000000 ###############
   62.      "1stFlrSF" -0.001316 ###############
   63.      "FullBath" -0.001316 ###############
   64.   "OpenPorchSF" -0.001316 ###############
   65.   "Exterior2nd" -0.001316 ###############
   66.         "Fence" -0.001316 ###############
   67.   "KitchenQual" -0.001316 ###############
   68.       "LotArea" -0.002778 ###############
   69.     "ExterQual" -0.002778 ###############
   70.    "HouseStyle" -0.002778 ###############
   71.     "HeatingQC" -0.004412 ###############
   72.            "Id" -0.006250 ###############
   73.    "MSSubClass" -0.006250 ###############
   74.     "LotConfig" -0.006250 ###############
   75.     "GrLivArea" -0.006250 ###############
   76.   "Exterior1st" -0.006250 ###############
   77.  "YearRemodAdd" -0.006250 ###############
   78.        "MoSold" -0.006250 ###############
   79.   "LotFrontage" -0.100000 ############
   80.  "TotRmsAbvGrd" -0.537500 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
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   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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   50.      "FullBath"  0.000000 
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   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   34.  "BsmtFinType1"  0.000000 
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   73.    "Foundation" -0.004717 ###
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   75.    "GarageCars" -0.004854 ###
   76.    "MSSubClass" -0.004902 ###
   77.        "MoSold" -0.004902 ###
   78.    "BsmtFinSF1" -0.005319 ##
   79.  "BsmtFinType1" -0.005495 #
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    1.    "GarageType"  0.002193 ################
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    2.   "Exterior2nd"  0.010375 ##############
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   12.    "Fireplaces"  0.006674 ###########
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    1.      "BsmtQual"  0.002617 ################
    2.   "FireplaceQu"  0.002296 ###############
    3.      "MSZoning"  0.002144 ###############
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    5.   "Exterior1st"  0.001565 ##############
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   80.            "Id" -0.011984 
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   80.    "Fireplaces" -0.003995 
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    1.   "OpenPorchSF"  0.004076 ################
    2.   "OverallQual"  0.002556 ###############
    3.   "FireplaceQu"  0.001425 ###############
    4.    "Fireplaces"  0.001302 ###############
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   16. "EnclosedPorch"  0.000265 ###############
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   68.        "MoSold" -0.002686 ###############
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   40.       "Heating"  0.000000 
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   62.    "GarageCars"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   57.    "Fireplaces"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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    1.   "KitchenQual"  0.014387 ################
    2.       "LotArea"  0.005506 #########
    3.    "MasVnrArea"  0.005255 #########
    4.     "ExterQual"  0.005255 #########
    5.        "YrSold"  0.004864 ########
    6.   "LotFrontage"  0.004726 ########
    7.  "GarageFinish"  0.004726 ########
    8.  "TotRmsAbvGrd"  0.004437 ########
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   12.      "BsmtQual"  0.003221 #######
   13.     "RoofStyle"  0.002446 ######
   14.   "FireplaceQu"  0.002220 ######
   15.   "TotalBsmtSF"  0.001274 ######
   16.  "YearRemodAdd"  0.000891 #####
   17.   "OverallQual"  0.000872 #####
   18.    "GarageArea"  0.000790 #####
   19.    "MSSubClass"  0.000640 #####
   20.      "LotShape"  0.000601 #####
   21.     "HeatingQC"  0.000523 #####
   22.    "Foundation"  0.000484 #####
   23.      "FullBath"  0.000424 #####
   24.    "GarageCars"  0.000403 #####
   25.   "Exterior1st"  0.000250 #####
   26.   "OverallCond"  0.000205 #####
   27.      "BldgType"  0.000127 #####
   28.    "GarageQual"  0.000127 #####
   29.      "HalfBath"  0.000078 #####
   30.    "Fireplaces"  0.000078 #####
   31.     "Utilities"  0.000000 #####
   32.     "LandSlope"  0.000000 #####
   33.    "Condition1"  0.000000 #####
   34.    "Condition2"  0.000000 #####
   35.      "RoofMatl"  0.000000 #####
   36.     "ExterCond"  0.000000 #####
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   39.    "BsmtFinSF2"  0.000000 #####
   40.       "Heating"  0.000000 #####
   41.     "LotConfig"  0.000000 #####
   42.    "CentralAir"  0.000000 #####
   43.    "Electrical"  0.000000 #####
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   45.  "BsmtHalfBath"  0.000000 #####
   46.  "KitchenAbvGr"  0.000000 #####
   47.    "Functional"  0.000000 #####
   48.     "3SsnPorch"  0.000000 #####
   49.      "MSZoning"  0.000000 #####
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   65.  "BsmtFullBath" -0.000211 ####
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   68.   "GarageYrBlt" -0.000522 ####
   69.  "BsmtFinType1" -0.001045 ####
   70.   "OpenPorchSF" -0.001073 ####
   71.    "HouseStyle" -0.002373 ###
   72.        "MoSold" -0.002544 ###
   73.     "YearBuilt" -0.002558 ###
   74.     "GrLivArea" -0.002600 ###
   75.     "BsmtUnfSF" -0.002658 ###
   76.    "WoodDeckSF" -0.002875 ##
   77.  "BsmtExposure" -0.002888 ##
   78.            "Id" -0.002955 ##
   79.      "1stFlrSF" -0.004145 ##
   80.  "Neighborhood" -0.006794 
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    4.  "BedroomAbvGr"  0.000504 ###############
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    8.      "2ndFlrSF"  0.000384 ###############
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   10.   "LotFrontage"  0.000260 ###############
   11.  "GarageFinish"  0.000260 ###############
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   13.    "Fireplaces"  0.000132 ###############
   14.      "BsmtQual"  0.000132 ###############
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   16.   "Exterior2nd"  0.000132 ###############
   17.   "OverallQual"  0.000132 ###############
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   20.      "HalfBath"  0.000132 ###############
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   40.    "MasVnrType"  0.000000 ###############
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   52.  "KitchenAbvGr"  0.000000 ###############
   53.    "BsmtFinSF2"  0.000000 ###############
   54.    "Functional"  0.000000 ###############
   55.    "Electrical"  0.000000 ###############
   56.    "CentralAir"  0.000000 ###############
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   59.    "GarageQual"  0.000000 ###############
   60.    "GarageCond"  0.000000 ###############
   61.    "PavedDrive"  0.000000 ###############
   62. "EnclosedPorch"  0.000000 ###############
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   64.   "ScreenPorch"  0.000000 ###############
   65.      "PoolArea"  0.000000 ###############
   66.   "OverallCond" -0.000137 ###############
   67.     "ExterQual" -0.000137 ###############
   68.    "WoodDeckSF" -0.000137 ###############
   69.  "BsmtFinType1" -0.000137 ###############
   70.  "BsmtExposure" -0.000137 ###############
   71.   "TotalBsmtSF" -0.000137 ###############
   72.  "TotRmsAbvGrd" -0.000137 ###############
   73.     "HeatingQC" -0.000278 ###############
   74.   "OpenPorchSF" -0.000278 ###############
   75.     "GrLivArea" -0.000424 ###############
   76.   "Exterior1st" -0.001237 ###############
   77.  "Neighborhood" -0.004624 ###############
   78.   "FireplaceQu" -0.004624 ###############
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    1.    "MSSubClass"  0.015152 ################
    2.  "BsmtFullBath"  0.015152 ################
    3.    "GarageArea"  0.015152 ################
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    5.   "TotalBsmtSF"  0.004735 ##########
    6.    "GarageType"  0.004570 ##########
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    8.   "LotFrontage"  0.002573 #########
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   77.    "GarageCars" -0.009009 ###
   78.  "BsmtFinType1" -0.010270 ###
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    2.    "WoodDeckSF"  0.013514 ################
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    8.    "MasVnrArea"  0.000693 ###
    9.      "BsmtQual"  0.000693 ###
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   15.    "GarageType"  0.000356 ###
   16.      "LotShape"  0.000356 ###
   17.    "MasVnrType"  0.000356 ###
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   19.   "KitchenQual"  0.000356 ###
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   32.     "RoofStyle"  0.000000 ###
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   38.  "BsmtFinType2"  0.000000 ###
   39.    "BsmtFinSF2"  0.000000 ###
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   43.    "Electrical"  0.000000 ###
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   67.    "HouseStyle" -0.000375 ##
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    2.  "Neighborhood"  0.000322 ###############
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   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
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    1.      "2ndFlrSF"  0.020378 ################
    2.       "LotArea"  0.018663 ###############
    3.     "ExterQual"  0.014241 #############
    4.    "WoodDeckSF"  0.013315 #############
    5.    "GarageArea"  0.011849 ############
    6.   "GarageYrBlt"  0.009704 ###########
    7.    "MasVnrType"  0.007979 ##########
    8.     "GrLivArea"  0.006894 ##########
    9.   "Exterior1st"  0.005908 #########
   10.      "1stFlrSF"  0.005716 #########
   11.  "BsmtExposure"  0.005716 #########
   12.   "OpenPorchSF"  0.005556 #########
   13.      "BsmtQual"  0.004904 #########
   14.   "LotFrontage"  0.004321 #########
   15.   "KitchenQual"  0.004321 #########
   16.  "BsmtFinType1"  0.004321 #########
   17.  "Neighborhood"  0.003808 #########
   18.  "GarageFinish"  0.003599 #########
   19.  "YearRemodAdd"  0.001768 ########
   20.      "FullBath"  0.001011 #######
   21.    "MSSubClass"  0.000352 #######
   22.   "LandContour"  0.000352 #######
   23.     "BsmtUnfSF"  0.000352 #######
   24.  "TotRmsAbvGrd"  0.000352 #######
   25.      "SaleType"  0.000352 #######
   26.         "Alley"  0.000000 #######
   27.      "LotShape"  0.000000 #######
   28.     "Utilities"  0.000000 #######
   29.     "HeatingQC"  0.000000 #######
   30.     "LandSlope"  0.000000 #######
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   32.    "Condition2"  0.000000 #######
   33.      "BldgType"  0.000000 #######
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   35.      "RoofMatl"  0.000000 #######
   36.     "ExterCond"  0.000000 #######
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   39.    "BsmtFinSF2"  0.000000 #######
   40.       "Heating"  0.000000 #######
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   42.    "CentralAir"  0.000000 #######
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   48.    "Fireplaces"  0.000000 #######
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   65.  "BedroomAbvGr" -0.001163 #######
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   67.     "RoofStyle" -0.002525 ######
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   74.   "OverallQual" -0.008306 ####
   75.    "GarageCars" -0.009026 ###
   76.    "HouseStyle" -0.011163 ##
   77.     "YearBuilt" -0.011345 ##
   78.    "BsmtFinSF1" -0.012274 ##
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    1.      "2ndFlrSF"  0.022989 ################
    2.   "Exterior1st"  0.022989 ################
    3.    "GarageArea"  0.022989 ################
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    5.     "YearBuilt"  0.002786 #######
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   11.      "LotShape"  0.001483 #######
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    1.   "LotFrontage"  0.013514 ################
    2.      "1stFlrSF"  0.013514 ################
    3.  "Neighborhood"  0.013514 ################
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    1.   "LotFrontage"  0.022727 ################
    2.      "1stFlrSF"  0.022727 ################
    3.      "BsmtQual"  0.022727 ################
    4.   "TotalBsmtSF"  0.022727 ################
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   78.    "GarageArea" -0.003589 ##
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   70.     "3SsnPorch"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   75.   "MiscFeature"  0.000000 
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   77.        "MoSold"  0.000000 
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   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
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    9.   "LandContour"  0.000000 
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   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
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   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   77.        "MoSold"  0.000000 
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   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.    "BsmtFinSF1"  0.351931 ################
    2.      "1stFlrSF"  0.349785 ###############
    3.    "Foundation"  0.345494 ###############
    4.    "GarageType"  0.343348 ###############
    5.    "GarageArea"  0.341202 ###############
    6.  "Neighborhood"  0.094421 ########
    7.      "BsmtQual"  0.068670 #######
    8.            "Id"  0.062232 #######
    9.   "GarageYrBlt"  0.062232 #######
   10.    "GarageCars"  0.055794 ######
   11.     "HeatingQC"  0.049356 ######
   12.    "Fireplaces"  0.049356 ######
   13.    "GarageQual"  0.042918 ######
   14.   "LotFrontage"  0.040773 ######
   15.  "YearRemodAdd"  0.025751 ######
   16.     "GrLivArea"  0.025751 ######
   17.   "FireplaceQu"  0.021459 #####
   18.   "OverallQual"  0.021459 #####
   19.   "OpenPorchSF"  0.017167 #####
   20.      "2ndFlrSF"  0.015021 #####
   21.     "ExterQual"  0.015021 #####
   22.   "KitchenQual"  0.012876 #####
   23.     "BsmtUnfSF"  0.012876 #####
   24.  "BsmtFullBath"  0.012876 #####
   25.  "GarageFinish"  0.008584 #####
   26.      "MSZoning"  0.002146 #####
   27.  "BedroomAbvGr"  0.002146 #####
   28.    "MasVnrArea"  0.002146 #####
   29.     "ExterCond"  0.002146 #####
   30.      "BldgType"  0.002146 #####
   31.    "HouseStyle"  0.002146 #####
   32.  "BsmtExposure"  0.000000 #####
   33.  "BsmtFinType1"  0.000000 #####
   34.     "RoofStyle"  0.000000 #####
   35.         "Fence"  0.000000 #####
   36.        "Street"  0.000000 #####
   37.         "Alley"  0.000000 #####
   38.   "LandContour"  0.000000 #####
   39.     "Utilities"  0.000000 #####
   40.    "Condition1"  0.000000 #####
   41.    "Condition2"  0.000000 #####
   42.      "RoofMatl"  0.000000 #####
   43.      "BsmtCond"  0.000000 #####
   44.    "CentralAir"  0.000000 #####
   45.    "Electrical"  0.000000 #####
   46.       "Heating"  0.000000 #####
   47.  "LowQualFinSF"  0.000000 #####
   48.      "PoolArea"  0.000000 #####
   49.  "BsmtHalfBath"  0.000000 #####
   50.  "KitchenAbvGr"  0.000000 #####
   51.    "Functional"  0.000000 #####
   52.    "BsmtFinSF2"  0.000000 #####
   53.    "GarageCond"  0.000000 #####
   54.    "PavedDrive"  0.000000 #####
   55.     "3SsnPorch"  0.000000 #####
   56.   "ScreenPorch"  0.000000 #####
   57.        "PoolQC"  0.000000 #####
   58.     "LandSlope"  0.000000 #####
   59.   "MiscFeature"  0.000000 #####
   60.       "MiscVal"  0.000000 #####
   61.      "SaleType"  0.000000 #####
   62. "SaleCondition"  0.000000 #####
   63.       "LotArea" -0.002146 #####
   64. "EnclosedPorch" -0.002146 #####
   65.  "TotRmsAbvGrd" -0.002146 #####
   66.    "MasVnrType" -0.002146 #####
   67.  "BsmtFinType2" -0.002146 #####
   68.    "WoodDeckSF" -0.004292 #####
   69.      "HalfBath" -0.006438 #####
   70.        "YrSold" -0.006438 #####
   71.      "LotShape" -0.008584 ####
   72.     "LotConfig" -0.012876 ####
   73.    "MSSubClass" -0.055794 ###
   74.   "Exterior2nd" -0.066524 ###
   75.   "Exterior1st" -0.081545 ##
   76.   "TotalBsmtSF" -0.085837 ##
   77.     "YearBuilt" -0.090129 ##
   78.      "FullBath" -0.100858 ##
   79.        "MoSold" -0.135193 #
   80.   "OverallCond" -0.171674 
    1.            "Id"  0.000000 
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    1.   "OverallQual"  0.012876 ################
    2.   "OverallCond"  0.004292 ###############
    3.    "MasVnrArea"  0.004292 ###############
    4.      "2ndFlrSF"  0.004292 ###############
    5.    "MSSubClass"  0.002146 ###############
    6.     "YearBuilt"  0.002146 ###############
    7.   "FireplaceQu"  0.002146 ###############
    8.   "GarageYrBlt"  0.002146 ###############
    9.  "BedroomAbvGr"  0.000000 ###############
   10.        "Street"  0.000000 ###############
   11.         "Alley"  0.000000 ###############
   12.      "LotShape"  0.000000 ###############
   13.   "LandContour"  0.000000 ###############
   14.     "Utilities"  0.000000 ###############
   15.     "3SsnPorch"  0.000000 ###############
   16.     "LandSlope"  0.000000 ###############
   17.      "FullBath"  0.000000 ###############
   18.    "Condition1"  0.000000 ###############
   19.    "Condition2"  0.000000 ###############
   20.      "BldgType"  0.000000 ###############
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   22.  "BsmtHalfBath"  0.000000 ###############
   23.     "RoofStyle"  0.000000 ###############
   24.      "RoofMatl"  0.000000 ###############
   25.  "BsmtFullBath"  0.000000 ###############
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   27.    "MasVnrType"  0.000000 ###############
   28.     "ExterQual"  0.000000 ###############
   29.     "ExterCond"  0.000000 ###############
   30.  "LowQualFinSF"  0.000000 ###############
   31.      "HalfBath"  0.000000 ###############
   32.      "BsmtCond"  0.000000 ###############
   33.       "Heating"  0.000000 ###############
   34.     "LotConfig"  0.000000 ###############
   35.    "Electrical"  0.000000 ###############
   36.  "BsmtFinType2"  0.000000 ###############
   37.    "BsmtFinSF2"  0.000000 ###############
   38.    "CentralAir"  0.000000 ###############
   39.   "KitchenQual"  0.000000 ###############
   40.    "Functional"  0.000000 ###############
   41.    "Fireplaces"  0.000000 ###############
   42.   "TotalBsmtSF"  0.000000 ###############
   43.    "GarageType"  0.000000 ###############
   44.  "KitchenAbvGr"  0.000000 ###############
   45.    "GarageQual"  0.000000 ###############
   46.    "GarageCond"  0.000000 ###############
   47.    "PavedDrive"  0.000000 ###############
   48.    "WoodDeckSF"  0.000000 ###############
   49. "EnclosedPorch"  0.000000 ###############
   50.   "ScreenPorch"  0.000000 ###############
   51.      "PoolArea"  0.000000 ###############
   52.        "PoolQC"  0.000000 ###############
   53.         "Fence"  0.000000 ###############
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   55.       "MiscVal"  0.000000 ###############
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   57.        "YrSold"  0.000000 ###############
   58.      "SaleType"  0.000000 ###############
   59. "SaleCondition"  0.000000 ###############
   60.  "BsmtExposure" -0.002146 ###############
   61.            "Id" -0.002146 ###############
   62.    "GarageCars" -0.002146 ###############
   63.   "OpenPorchSF" -0.002146 ###############
   64.      "MSZoning" -0.002146 ###############
   65.     "HeatingQC" -0.004292 ###############
   66.       "LotArea" -0.004292 ###############
   67.      "BsmtQual" -0.004292 ###############
   68.  "TotRmsAbvGrd" -0.004292 ###############
   69.   "Exterior2nd" -0.004292 ###############
   70.   "Exterior1st" -0.004292 ###############
   71.     "BsmtUnfSF" -0.006438 ###############
   72.    "Foundation" -0.006438 ###############
   73.  "GarageFinish" -0.006438 ###############
   74.  "YearRemodAdd" -0.006438 ###############
   75.   "LotFrontage" -0.008584 ###############
   76.      "1stFlrSF" -0.008584 ###############
   77.  "Neighborhood" -0.010730 ###############
   78.    "BsmtFinSF1" -0.010730 ###############
   79.    "GarageArea" -0.010730 ###############
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    1.    "Foundation"  0.459227 ################
    2.  "TotRmsAbvGrd"  0.448498 ###############
    3.  "Neighborhood"  0.118026 ######
    4.  "YearRemodAdd"  0.096567 #####
    5.    "GarageArea"  0.087983 #####
    6.   "TotalBsmtSF"  0.072961 #####
    7.       "LotArea"  0.051502 ####
    8.   "OpenPorchSF"  0.042918 ####
    9.    "MasVnrArea"  0.040773 ####
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   13.   "GarageYrBlt"  0.032189 ####
   14.   "Exterior1st"  0.023605 ###
   15.      "2ndFlrSF"  0.015021 ###
   16.      "BsmtQual"  0.015021 ###
   17.     "ExterQual"  0.012876 ###
   18.    "HouseStyle"  0.010730 ###
   19.    "MSSubClass"  0.008584 ###
   20.   "LotFrontage"  0.006438 ###
   21.   "OverallCond"  0.004292 ###
   22.    "MasVnrType"  0.002146 ###
   23.        "MoSold"  0.002146 ###
   24.     "HeatingQC"  0.002146 ###
   25.        "Street"  0.000000 ###
   26.         "Alley"  0.000000 ###
   27.      "LotShape"  0.000000 ###
   28.   "LandContour"  0.000000 ###
   29.     "Utilities"  0.000000 ###
   30.     "LandSlope"  0.000000 ###
   31.    "Condition1"  0.000000 ###
   32.    "Condition2"  0.000000 ###
   33.      "BldgType"  0.000000 ###
   34.     "RoofStyle"  0.000000 ###
   35.      "RoofMatl"  0.000000 ###
   36.     "ExterCond"  0.000000 ###
   37.      "BsmtCond"  0.000000 ###
   38.  "BsmtFinType2"  0.000000 ###
   39.    "BsmtFinSF2"  0.000000 ###
   40.       "Heating"  0.000000 ###
   41.     "3SsnPorch"  0.000000 ###
   42.    "CentralAir"  0.000000 ###
   43.    "Electrical"  0.000000 ###
   44.  "LowQualFinSF"  0.000000 ###
   45.  "BsmtHalfBath"  0.000000 ###
   46.      "HalfBath"  0.000000 ###
   47.  "KitchenAbvGr"  0.000000 ###
   48.    "Functional"  0.000000 ###
   49.   "FireplaceQu"  0.000000 ###
   50.    "GarageCond"  0.000000 ###
   51.    "PavedDrive"  0.000000 ###
   52. "EnclosedPorch"  0.000000 ###
   53.   "ScreenPorch"  0.000000 ###
   54.      "PoolArea"  0.000000 ###
   55.        "PoolQC"  0.000000 ###
   56.   "MiscFeature"  0.000000 ###
   57.       "MiscVal"  0.000000 ###
   58.      "SaleType"  0.000000 ###
   59. "SaleCondition"  0.000000 ###
   60.  "BsmtFullBath" -0.002146 ###
   61.      "MSZoning" -0.002146 ###
   62.    "GarageCars" -0.002146 ###
   63.     "LotConfig" -0.002146 ###
   64.   "KitchenQual" -0.002146 ###
   65.   "OverallQual" -0.004292 ###
   66.         "Fence" -0.004292 ###
   67.    "Fireplaces" -0.006438 ###
   68.  "BsmtExposure" -0.008584 ###
   69.    "WoodDeckSF" -0.008584 ###
   70.     "BsmtUnfSF" -0.008584 ###
   71.      "1stFlrSF" -0.010730 ###
   72.     "GrLivArea" -0.010730 ###
   73.  "BedroomAbvGr" -0.010730 ###
   74.     "YearBuilt" -0.017167 ##
   75.  "BsmtFinType1" -0.017167 ##
   76.    "GarageType" -0.021459 ##
   77.            "Id" -0.032189 ##
   78.   "Exterior2nd" -0.064378 #
   79.    "BsmtFinSF1" -0.115880 
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    1.     "BsmtUnfSF"  0.187500 ################
    2.        "YrSold"  0.171336 ###############
    3.    "MSSubClass"  0.148707 #############
    4.        "MoSold"  0.085129 #########
    5.   "OverallQual"  0.074353 #########
    6.   "GarageYrBlt"  0.072198 #########
    7.            "Id"  0.067888 ########
    8.       "LotArea"  0.057112 ########
    9.  "YearRemodAdd"  0.056034 ########
   10.  "Neighborhood"  0.053879 ########
   11.  "BsmtFinType1"  0.043103 #######
   12.   "TotalBsmtSF"  0.034483 ######
   13.    "GarageType"  0.034483 ######
   14.   "Exterior2nd"  0.030172 ######
   15.     "HeatingQC"  0.021552 ######
   16.     "RoofStyle"  0.017241 #####
   17.     "GrLivArea"  0.016164 #####
   18.    "HouseStyle"  0.016164 #####
   19.    "GarageQual"  0.011853 #####
   20.     "ExterQual"  0.009698 #####
   21.     "LotConfig"  0.008621 #####
   22.  "BsmtFullBath"  0.006466 #####
   23.      "FullBath"  0.005388 #####
   24.      "HalfBath"  0.004310 #####
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   26.      "MSZoning"  0.003233 #####
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   74.    "GarageArea" -0.020474 ###
   75.     "YearBuilt" -0.026940 ###
   76.   "LotFrontage" -0.033405 ##
   77.    "GarageCars" -0.043103 ##
   78.  "TotRmsAbvGrd" -0.059267 #
   79.      "1stFlrSF" -0.062500 #
   80.  "GarageFinish" -0.081897 
    1.   "LotFrontage"  0.072961 ################
    2.    "HouseStyle"  0.055794 #############
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   70.  "TotRmsAbvGrd" -0.002146 ####
   71.   "OverallQual" -0.004292 ###
   72.      "BldgType" -0.004292 ###
   73.     "ExterQual" -0.004292 ###
   74.    "Foundation" -0.004292 ###
   75.    "GarageArea" -0.006438 ###
   76.    "BsmtFinSF1" -0.008584 ###
   77.    "GarageCars" -0.015021 ##
   78.   "Exterior1st" -0.015021 ##
   79.  "GarageFinish" -0.017167 #
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    1.    "GarageArea"  0.174603 ################
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   54.   "GarageYrBlt" -0.000000 ###
   55.      "HalfBath" -0.000722 ###
   56.        "MoSold" -0.000722 ###
   57.      "BldgType" -0.001443 ###
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   60.    "GarageCond" -0.003608 ###
   61.      "2ndFlrSF" -0.003608 ###
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   63.  "BedroomAbvGr" -0.006494 ###
   64. "EnclosedPorch" -0.007215 ###
   65.      "FullBath" -0.008658 ##
   66.  "GarageFinish" -0.008658 ##
   67.   "KitchenQual" -0.009380 ##
   68.    "BsmtFinSF1" -0.009380 ##
   69.    "GarageCars" -0.010823 ##
   70.   "FireplaceQu" -0.011544 ##
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   34.  "BsmtFinType1"  0.000000 
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   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
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    1.     "GrLivArea"  0.161638 ################
    2.     "YearBuilt"  0.116379 #############
    3.    "Fireplaces"  0.067888 ##########
    4.  "YearRemodAdd"  0.039871 #########
    5.   "Exterior1st"  0.037716 #########
    6.    "MSSubClass"  0.025862 ########
    7.  "BsmtFinType1"  0.023707 ########
    8.      "FullBath"  0.021552 ########
    9.        "YrSold"  0.020474 ########
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   11.      "2ndFlrSF"  0.010776 #######
   12.   "OverallQual"  0.010776 #######
   13.      "1stFlrSF"  0.010776 #######
   14.        "MoSold"  0.005388 #######
   15.    "HouseStyle"  0.003233 #######
   16.       "LotArea"  0.003233 #######
   17.    "MasVnrType"  0.003233 #######
   18.      "MSZoning"  0.003233 #######
   19.  "BsmtExposure"  0.002155 #######
   20.      "HalfBath"  0.002155 #######
   21.    "GarageQual"  0.002155 #######
   22.    "Foundation"  0.001078 #######
   23.   "OpenPorchSF"  0.001078 #######
   24.      "BldgType"  0.000000 #######
   25.    "GarageCars"  0.000000 #######
   26.      "RoofMatl"  0.000000 #######
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   28.         "Alley"  0.000000 #######
   29.     "ExterCond"  0.000000 #######
   30.     "3SsnPorch"  0.000000 #######
   31.      "BsmtCond"  0.000000 #######
   32.        "Street"  0.000000 #######
   33.   "LandContour"  0.000000 #######
   34.     "Utilities"  0.000000 #######
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   36.    "BsmtFinSF2"  0.000000 #######
   37.    "Electrical"  0.000000 #######
   38.    "CentralAir"  0.000000 #######
   39.       "Heating"  0.000000 #######
   40. "SaleCondition"  0.000000 #######
   41.     "LandSlope"  0.000000 #######
   42.        "PoolQC"  0.000000 #######
   43.  "KitchenAbvGr"  0.000000 #######
   44.   "ScreenPorch"  0.000000 #######
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   49.       "MiscVal"  0.000000 #######
   50.    "Condition2"  0.000000 #######
   51.  "BsmtHalfBath"  0.000000 #######
   52.    "PavedDrive" -0.000000 #######
   53.    "Functional" -0.000000 #######
   54.    "GarageCond" -0.000000 #######
   55. "EnclosedPorch" -0.000000 #######
   56.     "LotConfig" -0.001078 ######
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   62.     "RoofStyle" -0.003233 ######
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   67.    "MasVnrArea" -0.005388 ######
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   69.    "WoodDeckSF" -0.005388 ######
   70.     "HeatingQC" -0.005388 ######
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   73.   "GarageYrBlt" -0.020474 #####
   74.      "BsmtQual" -0.026940 #####
   75.   "TotalBsmtSF" -0.030172 #####
   76.   "FireplaceQu" -0.032328 #####
   77.     "BsmtUnfSF" -0.038793 ####
   78.  "GarageFinish" -0.048491 ####
   79.   "LotFrontage" -0.075431 ##
   80.    "GarageType" -0.126078 
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    1.  "Neighborhood"  0.015021 ################
    2.     "BsmtUnfSF"  0.015021 ################
    3.    "Fireplaces"  0.008584 ############
    4.  "BsmtExposure"  0.006438 ###########
    5.      "2ndFlrSF"  0.006438 ###########
    6.      "BsmtQual"  0.006438 ###########
    7.    "HouseStyle"  0.006438 ###########
    8.   "FireplaceQu"  0.006438 ###########
    9.    "GarageArea"  0.006438 ###########
   10.    "GarageCars"  0.004292 #########
   11.    "BsmtFinSF1"  0.004292 #########
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   23.   "LotFrontage"  0.000000 #######
   24.        "Street"  0.000000 #######
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   28.     "Utilities"  0.000000 #######
   29.     "LandSlope"  0.000000 #######
   30.    "Condition1"  0.000000 #######
   31.    "Condition2"  0.000000 #######
   32.     "RoofStyle"  0.000000 #######
   33.      "RoofMatl"  0.000000 #######
   34.   "Exterior1st"  0.000000 #######
   35.    "MasVnrType"  0.000000 #######
   36.    "Foundation"  0.000000 #######
   37.      "BsmtCond"  0.000000 #######
   38.  "BsmtFinType2"  0.000000 #######
   39.    "BsmtFinSF2"  0.000000 #######
   40.       "Heating"  0.000000 #######
   41. "SaleCondition"  0.000000 #######
   42.    "CentralAir"  0.000000 #######
   43.    "Electrical"  0.000000 #######
   44.  "LowQualFinSF"  0.000000 #######
   45.  "BsmtHalfBath"  0.000000 #######
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   49.   "KitchenQual"  0.000000 #######
   50.    "Functional"  0.000000 #######
   51.     "3SsnPorch"  0.000000 #######
   52.     "LotConfig"  0.000000 #######
   53.    "GarageQual"  0.000000 #######
   54.    "GarageCond"  0.000000 #######
   55.    "PavedDrive"  0.000000 #######
   56. "EnclosedPorch"  0.000000 #######
   57.   "ScreenPorch"  0.000000 #######
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   63.      "MSZoning"  0.000000 #######
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   77.   "GarageYrBlt" -0.004292 ####
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   79.      "1stFlrSF" -0.006438 ###
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    1.  "BsmtFinType1"  0.465665 ################
    2.    "GarageArea"  0.135193 ######
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   16.   "TotalBsmtSF"  0.023605 ###
   17.    "GarageType"  0.021459 ###
   18.    "MSSubClass"  0.019313 ###
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   24.  "GarageFinish"  0.015021 ###
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   26.            "Id"  0.012876 ###
   27.    "HouseStyle"  0.010730 ###
   28.      "BsmtQual"  0.008584 ###
   29.     "BsmtUnfSF"  0.008584 ###
   30.   "OpenPorchSF"  0.008584 ###
   31.      "MSZoning"  0.006438 ###
   32.        "MoSold"  0.006438 ###
   33.      "HalfBath"  0.006438 ###
   34.    "CentralAir"  0.002146 ###
   35.         "Fence"  0.002146 ###
   36.   "LotFrontage"  0.002146 ###
   37.    "Electrical"  0.002146 ###
   38.    "MasVnrArea"  0.002146 ###
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   43.     "Utilities"  0.000000 ###
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   47.       "MiscVal"  0.000000 ###
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   56.    "Functional"  0.000000 ###
   57.     "ExterCond"  0.000000 ###
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   59.    "GarageCond"  0.000000 ###
   60.    "PavedDrive"  0.000000 ###
   61.   "ScreenPorch"  0.000000 ###
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   64.      "LotShape" -0.000000 ###
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   66. "SaleCondition" -0.000000 ###
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   68. "EnclosedPorch" -0.002146 ###
   69.    "Condition1" -0.002146 ###
   70.    "GarageCars" -0.002146 ###
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   75.   "GarageYrBlt" -0.006438 ###
   76.       "LotArea" -0.012876 ##
   77.    "Foundation" -0.036481 ##
   78.  "BedroomAbvGr" -0.045064 #
   79.    "WoodDeckSF" -0.077253 #
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    1.   "TotalBsmtSF"  0.008584 ################
    2.    "MasVnrArea"  0.008584 ################
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   17.      "HalfBath"  0.002146 ###############
   18.     "LotConfig"  0.000000 ###############
   19.        "YrSold"  0.000000 ###############
   20.   "LotFrontage"  0.000000 ###############
   21.        "Street"  0.000000 ###############
   22.         "Alley"  0.000000 ###############
   23.   "LandContour"  0.000000 ###############
   24.     "Utilities"  0.000000 ###############
   25.  "YearRemodAdd"  0.000000 ###############
   26.     "LandSlope"  0.000000 ###############
   27.      "SaleType"  0.000000 ###############
   28.    "Condition1"  0.000000 ###############
   29.    "Condition2"  0.000000 ###############
   30.      "BldgType"  0.000000 ###############
   31. "SaleCondition"  0.000000 ###############
   32.   "OverallCond"  0.000000 ###############
   33.     "RoofStyle"  0.000000 ###############
   34.      "RoofMatl"  0.000000 ###############
   35.     "ExterCond"  0.000000 ###############
   36.      "BsmtCond"  0.000000 ###############
   37.  "BsmtExposure"  0.000000 ###############
   38.    "BsmtFinSF2"  0.000000 ###############
   39.     "BsmtUnfSF"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "3SsnPorch"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.      "1stFlrSF"  0.000000 ###############
   45.  "LowQualFinSF"  0.000000 ###############
   46.  "BsmtFullBath"  0.000000 ###############
   47.  "BsmtHalfBath"  0.000000 ###############
   48.      "FullBath"  0.000000 ###############
   49.  "KitchenAbvGr"  0.000000 ###############
   50.  "TotRmsAbvGrd"  0.000000 ###############
   51.    "Functional"  0.000000 ###############
   52.    "Fireplaces"  0.000000 ###############
   53.   "FireplaceQu"  0.000000 ###############
   54.    "GarageType"  0.000000 ###############
   55.    "GarageQual"  0.000000 ###############
   56.    "GarageCond"  0.000000 ###############
   57.    "PavedDrive"  0.000000 ###############
   58.   "OpenPorchSF"  0.000000 ###############
   59. "EnclosedPorch"  0.000000 ###############
   60.   "ScreenPorch"  0.000000 ###############
   61.      "PoolArea"  0.000000 ###############
   62.        "PoolQC"  0.000000 ###############
   63.   "MiscFeature"  0.000000 ###############
   64.       "MiscVal"  0.000000 ###############
   65.    "HouseStyle" -0.002146 ###############
   66.   "KitchenQual" -0.002146 ###############
   67.      "BsmtQual" -0.002146 ###############
   68.    "MasVnrType" -0.002146 ###############
   69.            "Id" -0.002146 ###############
   70.      "2ndFlrSF" -0.002146 ###############
   71.     "ExterQual" -0.002146 ###############
   72.    "MSSubClass" -0.004292 ###############
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   74.         "Fence" -0.004292 ###############
   75.     "HeatingQC" -0.004292 ###############
   76.  "Neighborhood" -0.006438 ###############
   77.    "GarageArea" -0.006438 ###############
   78.   "OverallQual" -0.006438 ###############
   79.   "Exterior2nd" -0.008584 ###############
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   36.  "BsmtFinType2"  0.000000 
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   38.     "BsmtUnfSF"  0.000000 
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   40.       "Heating"  0.000000 
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   44.      "1stFlrSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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    1.   "TotalBsmtSF"  0.491379 ################
    2.     "BsmtUnfSF"  0.258621 #########
    3.     "YearBuilt"  0.256466 #########
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    7.       "LotArea"  0.221983 #######
    8.   "Exterior1st"  0.216595 #######
    9.    "GarageArea"  0.022629 ##
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   11.    "WoodDeckSF"  0.010776 #
   12.   "GarageYrBlt"  0.009698 #
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   68.            "Id" -0.002155 #
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   80. "SaleCondition"  0.000000 
    1.  "YearRemodAdd"  0.351931 ################
    2.   "FireplaceQu"  0.351931 ################
    3.        "MoSold"  0.347639 ###############
    4.       "LotArea"  0.345494 ###############
    5.   "GarageYrBlt"  0.077253 #######
    6.     "HeatingQC"  0.077253 #######
    7.  "Neighborhood"  0.075107 #######
    8.    "GarageArea"  0.068670 #######
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   10.   "OverallQual"  0.042918 ######
   11.    "Fireplaces"  0.040773 ######
   12.      "BsmtQual"  0.038627 ######
   13.   "Exterior2nd"  0.038627 ######
   14.      "1stFlrSF"  0.036481 ######
   15.   "KitchenQual"  0.032189 ######
   16.   "OverallCond"  0.032189 ######
   17.   "OpenPorchSF"  0.027897 ######
   18.     "YearBuilt"  0.027897 ######
   19.     "BsmtUnfSF"  0.023605 ######
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   21.      "2ndFlrSF"  0.021459 ######
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   23.    "MSSubClass"  0.019313 ######
   24.   "LotFrontage"  0.019313 ######
   25.    "Foundation"  0.015021 ######
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   27.  "GarageFinish"  0.012876 ######
   28.    "HouseStyle"  0.010730 #####
   29.  "BsmtExposure"  0.010730 #####
   30.  "BsmtFullBath"  0.008584 #####
   31.         "Fence"  0.006438 #####
   32.      "HalfBath"  0.006438 #####
   33.      "MSZoning"  0.004292 #####
   34.    "WoodDeckSF"  0.004292 #####
   35.    "Condition1"  0.002146 #####
   36.     "ExterCond"  0.002146 #####
   37.      "BldgType"  0.002146 #####
   38.    "CentralAir"  0.002146 #####
   39.   "LandContour"  0.002146 #####
   40.    "PavedDrive"  0.002146 #####
   41.     "3SsnPorch"  0.000000 #####
   42.  "LowQualFinSF"  0.000000 #####
   43.  "BsmtHalfBath"  0.000000 #####
   44.  "KitchenAbvGr"  0.000000 #####
   45.    "Functional"  0.000000 #####
   46.        "Street"  0.000000 #####
   47.         "Alley"  0.000000 #####
   48.     "Utilities"  0.000000 #####
   49.     "LandSlope"  0.000000 #####
   50.    "Condition2"  0.000000 #####
   51.    "GarageCond"  0.000000 #####
   52.      "RoofMatl"  0.000000 #####
   53.    "MasVnrType"  0.000000 #####
   54.      "BsmtCond"  0.000000 #####
   55.   "ScreenPorch"  0.000000 #####
   56.      "PoolArea"  0.000000 #####
   57.        "PoolQC"  0.000000 #####
   58.    "BsmtFinSF2"  0.000000 #####
   59.   "MiscFeature"  0.000000 #####
   60.       "MiscVal"  0.000000 #####
   61.       "Heating"  0.000000 #####
   62.    "GarageQual" -0.002146 #####
   63.  "BsmtFinType2" -0.002146 #####
   64.    "Electrical" -0.002146 #####
   65.      "SaleType" -0.002146 #####
   66. "SaleCondition" -0.002146 #####
   67.     "RoofStyle" -0.004292 #####
   68.     "LotConfig" -0.004292 #####
   69.  "TotRmsAbvGrd" -0.004292 #####
   70.    "GarageCars" -0.008584 #####
   71. "EnclosedPorch" -0.008584 #####
   72.        "YrSold" -0.012876 #####
   73.  "BedroomAbvGr" -0.012876 #####
   74.            "Id" -0.019313 #####
   75.     "ExterQual" -0.021459 ####
   76.  "BsmtFinType1" -0.027897 ####
   77.    "GarageType" -0.038627 ####
   78.     "GrLivArea" -0.154506 #
   79.   "Exterior1st" -0.169528 
   80.   "TotalBsmtSF" -0.190987 
    1.     "YearBuilt"  0.017167 ################
    2.    "GarageArea"  0.017167 ################
    3.   "GarageYrBlt"  0.010730 ###############
    4.    "Fireplaces"  0.006438 ###############
    5.    "BsmtFinSF1"  0.006438 ###############
    6.  "YearRemodAdd"  0.004292 ###############
    7.     "BsmtUnfSF"  0.004292 ###############
    8.   "TotalBsmtSF"  0.004292 ###############
    9.      "2ndFlrSF"  0.004292 ###############
   10.  "BsmtFinType1"  0.004292 ###############
   11.    "MSSubClass"  0.002146 ###############
   12.  "TotRmsAbvGrd"  0.002146 ###############
   13.  "BsmtFullBath"  0.002146 ###############
   14.  "BsmtExposure"  0.002146 ###############
   15.    "MasVnrArea"  0.002146 ###############
   16.      "1stFlrSF"  0.002146 ###############
   17.      "MSZoning"  0.000000 ###############
   18.      "SaleType"  0.000000 ###############
   19. "SaleCondition"  0.000000 ###############
   20.        "Street"  0.000000 ###############
   21.         "Alley"  0.000000 ###############
   22.      "LotShape"  0.000000 ###############
   23.   "LandContour"  0.000000 ###############
   24.     "Utilities"  0.000000 ###############
   25.            "Id"  0.000000 ###############
   26.     "LandSlope"  0.000000 ###############
   27.    "Condition1"  0.000000 ###############
   28.    "Condition2"  0.000000 ###############
   29.      "BldgType"  0.000000 ###############
   30.     "LotConfig"  0.000000 ###############
   31.     "RoofStyle"  0.000000 ###############
   32.      "RoofMatl"  0.000000 ###############
   33.    "MasVnrType"  0.000000 ###############
   34.     "ExterCond"  0.000000 ###############
   35.    "Foundation"  0.000000 ###############
   36.      "BsmtQual"  0.000000 ###############
   37.      "BsmtCond"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.    "BsmtFinSF2"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.      "HalfBath"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.  "LowQualFinSF"  0.000000 ###############
   45.  "BsmtHalfBath"  0.000000 ###############
   46.      "FullBath"  0.000000 ###############
   47.  "BedroomAbvGr"  0.000000 ###############
   48.  "KitchenAbvGr"  0.000000 ###############
   49.    "Functional"  0.000000 ###############
   50.    "GarageCars"  0.000000 ###############
   51.    "GarageQual"  0.000000 ###############
   52.    "PavedDrive"  0.000000 ###############
   53. "EnclosedPorch"  0.000000 ###############
   54.     "3SsnPorch"  0.000000 ###############
   55.   "ScreenPorch"  0.000000 ###############
   56.      "PoolArea"  0.000000 ###############
   57.        "PoolQC"  0.000000 ###############
   58.         "Fence"  0.000000 ###############
   59.   "MiscFeature"  0.000000 ###############
   60.       "MiscVal"  0.000000 ###############
   61.        "MoSold"  0.000000 ###############
   62.     "HeatingQC" -0.002146 ###############
   63.    "GarageCond" -0.002146 ###############
   64.   "KitchenQual" -0.002146 ###############
   65.   "Exterior2nd" -0.002146 ###############
   66.   "OverallQual" -0.002146 ###############
   67.    "HouseStyle" -0.002146 ###############
   68.  "GarageFinish" -0.002146 ###############
   69.     "ExterQual" -0.002146 ###############
   70.     "GrLivArea" -0.004292 ###############
   71.   "OverallCond" -0.004292 ###############
   72.   "FireplaceQu" -0.004292 ###############
   73.  "Neighborhood" -0.004292 ###############
   74.       "LotArea" -0.006438 ###############
   75.    "WoodDeckSF" -0.006438 ###############
   76.   "OpenPorchSF" -0.006438 ###############
   77.    "GarageType" -0.006438 ###############
   78.        "YrSold" -0.006438 ###############
   79.   "LotFrontage" -0.010730 ###############
   80.   "Exterior1st" -0.504292 
    1.     "YearBuilt"  0.008584 ################
    2.        "MoSold"  0.006438 ##############
    3.      "MSZoning"  0.004292 ############
    4.   "LotFrontage"  0.004292 ############
    5.    "Foundation"  0.004292 ############
    6.  "Neighborhood"  0.002146 ##########
    7.    "MSSubClass"  0.002146 ##########
    8.    "GarageCars"  0.002146 ##########
    9.  "BedroomAbvGr"  0.002146 ##########
   10.     "BsmtUnfSF"  0.002146 ##########
   11.    "WoodDeckSF"  0.002146 ##########
   12.   "OverallCond"  0.002146 ##########
   13.            "Id"  0.000000 ########
   14.        "Street"  0.000000 ########
   15.         "Alley"  0.000000 ########
   16.      "LotShape"  0.000000 ########
   17.   "LandContour"  0.000000 ########
   18.     "Utilities"  0.000000 ########
   19.     "LotConfig"  0.000000 ########
   20.     "LandSlope"  0.000000 ########
   21.    "Condition1"  0.000000 ########
   22.    "Condition2"  0.000000 ########
   23.      "BldgType"  0.000000 ########
   24.    "HouseStyle"  0.000000 ########
   25.   "OverallQual"  0.000000 ########
   26.  "YearRemodAdd"  0.000000 ########
   27.     "RoofStyle"  0.000000 ########
   28.      "RoofMatl"  0.000000 ########
   29.   "Exterior1st"  0.000000 ########
   30.    "MasVnrType"  0.000000 ########
   31.    "MasVnrArea"  0.000000 ########
   32.     "ExterQual"  0.000000 ########
   33.     "ExterCond"  0.000000 ########
   34.     "HeatingQC"  0.000000 ########
   35.      "BsmtCond"  0.000000 ########
   36.  "BsmtExposure"  0.000000 ########
   37.    "BsmtFinSF1"  0.000000 ########
   38.  "BsmtFinType2"  0.000000 ########
   39.    "BsmtFinSF2"  0.000000 ########
   40.       "Heating"  0.000000 ########
   41.      "HalfBath"  0.000000 ########
   42.    "CentralAir"  0.000000 ########
   43.    "Electrical"  0.000000 ########
   44.      "1stFlrSF"  0.000000 ########
   45.      "2ndFlrSF"  0.000000 ########
   46.  "LowQualFinSF"  0.000000 ########
   47.  "BsmtFullBath"  0.000000 ########
   48.  "BsmtHalfBath"  0.000000 ########
   49.      "FullBath"  0.000000 ########
   50.  "KitchenAbvGr"  0.000000 ########
   51.   "KitchenQual"  0.000000 ########
   52.    "Functional"  0.000000 ########
   53.   "GarageYrBlt"  0.000000 ########
   54.    "GarageArea"  0.000000 ########
   55.    "GarageQual"  0.000000 ########
   56.    "GarageCond"  0.000000 ########
   57.    "PavedDrive"  0.000000 ########
   58. "EnclosedPorch"  0.000000 ########
   59.     "3SsnPorch"  0.000000 ########
   60.   "ScreenPorch"  0.000000 ########
   61.      "PoolArea"  0.000000 ########
   62.        "PoolQC"  0.000000 ########
   63.         "Fence"  0.000000 ########
   64.   "MiscFeature"  0.000000 ########
   65.       "MiscVal"  0.000000 ########
   66.      "SaleType"  0.000000 ########
   67. "SaleCondition"  0.000000 ########
   68.   "OpenPorchSF" -0.002146 #######
   69.  "GarageFinish" -0.002146 #######
   70.      "BsmtQual" -0.002146 #######
   71.   "TotalBsmtSF" -0.002146 #######
   72.       "LotArea" -0.002146 #######
   73.        "YrSold" -0.002146 #######
   74.    "Fireplaces" -0.002146 #######
   75.   "Exterior2nd" -0.002146 #######
   76.   "FireplaceQu" -0.004292 #####
   77.    "GarageType" -0.004292 #####
   78.  "BsmtFinType1" -0.004292 #####
   79.  "TotRmsAbvGrd" -0.006438 ###
   80.     "GrLivArea" -0.010730 
    1.   "Exterior1st"  0.158405 ################
    2.    "GarageType"  0.151940 ###############
    3.   "OverallCond"  0.129310 ##############
    4.     "GrLivArea"  0.128233 ##############
    5.     "YearBuilt"  0.064655 ###########
    6.   "FireplaceQu"  0.054957 ###########
    7.   "KitchenQual"  0.052802 ##########
    8.  "GarageFinish"  0.046336 ##########
    9.   "OverallQual"  0.044181 ##########
   10.    "Fireplaces"  0.044181 ##########
   11.     "ExterQual"  0.030172 #########
   12.      "1stFlrSF"  0.028017 #########
   13.       "LotArea"  0.025862 #########
   14.      "HalfBath"  0.025862 #########
   15.      "2ndFlrSF"  0.025862 #########
   16.    "Electrical"  0.025862 #########
   17.    "HouseStyle"  0.021552 #########
   18.    "MasVnrArea"  0.021552 #########
   19.  "BsmtExposure"  0.010776 ########
   20.  "TotRmsAbvGrd"  0.010776 ########
   21.         "Fence"  0.010776 ########
   22.  "BsmtFullBath"  0.008621 ########
   23.      "BldgType"  0.006466 ########
   24.      "FullBath"  0.006466 ########
   25.      "LotShape"  0.004310 ########
   26.   "OpenPorchSF"  0.004310 ########
   27.  "BedroomAbvGr"  0.002155 ########
   28.    "WoodDeckSF"  0.002155 ########
   29.      "SaleType"  0.002155 ########
   30.    "Condition1"  0.002155 ########
   31.     "ExterCond"  0.002155 ########
   32.   "GarageYrBlt"  0.002155 ########
   33.   "LandContour"  0.000000 ########
   34.  "BsmtFinType2"  0.000000 ########
   35.    "CentralAir"  0.000000 ########
   36.       "Heating"  0.000000 ########
   37.  "KitchenAbvGr"  0.000000 ########
   38.   "LotFrontage"  0.000000 ########
   39.        "Street"  0.000000 ########
   40.    "Functional"  0.000000 ########
   41.         "Alley"  0.000000 ########
   42.     "Utilities"  0.000000 ########
   43.     "3SsnPorch"  0.000000 ########
   44.     "LandSlope"  0.000000 ########
   45.  "BsmtHalfBath"  0.000000 ########
   46.    "Condition2"  0.000000 ########
   47.      "RoofMatl"  0.000000 ########
   48. "EnclosedPorch"  0.000000 ########
   49.   "ScreenPorch"  0.000000 ########
   50.      "PoolArea"  0.000000 ########
   51.        "PoolQC"  0.000000 ########
   52.  "LowQualFinSF"  0.000000 ########
   53.   "MiscFeature"  0.000000 ########
   54.       "MiscVal"  0.000000 ########
   55.      "BsmtCond"  0.000000 ########
   56. "SaleCondition"  0.000000 ########
   57.    "GarageCond" -0.002155 ########
   58.    "BsmtFinSF2" -0.002155 ########
   59.    "GarageQual" -0.004310 ########
   60.    "PavedDrive" -0.004310 ########
   61.        "YrSold" -0.004310 ########
   62.    "MasVnrType" -0.004310 ########
   63.            "Id" -0.005388 ########
   64.     "RoofStyle" -0.006466 ########
   65.      "BsmtQual" -0.008621 ########
   66.     "LotConfig" -0.010776 #######
   67.     "BsmtUnfSF" -0.012931 #######
   68.     "HeatingQC" -0.015086 #######
   69.    "GarageCars" -0.036638 ######
   70.    "MSSubClass" -0.039871 ######
   71.        "MoSold" -0.040948 ######
   72.   "Exterior2nd" -0.079741 ####
   73.    "Foundation" -0.080819 ####
   74.      "MSZoning" -0.091595 ####
   75.    "GarageArea" -0.092672 ####
   76.   "TotalBsmtSF" -0.095905 ###
   77.  "YearRemodAdd" -0.105603 ###
   78.    "BsmtFinSF1" -0.107759 ###
   79.  "Neighborhood" -0.148707 #
   80.  "BsmtFinType1" -0.177802 
    1.      "MSZoning"  0.182403 ################
    2.       "LotArea"  0.167382 ###############
    3.  "TotRmsAbvGrd"  0.079399 #########
    4.   "TotalBsmtSF"  0.070815 ########
    5.      "BsmtQual"  0.068670 ########
    6.     "HeatingQC"  0.066524 ########
    7.   "OverallQual"  0.057940 #######
    8.    "WoodDeckSF"  0.025751 #####
    9.            "Id"  0.021459 #####
   10.    "Foundation"  0.021459 #####
   11.  "BsmtFinType1"  0.021459 #####
   12.  "BedroomAbvGr"  0.019313 #####
   13.        "YrSold"  0.019313 #####
   14.  "Neighborhood"  0.019313 #####
   15.    "HouseStyle"  0.008584 ####
   16.   "KitchenQual"  0.006438 ####
   17.    "GarageType"  0.006438 ####
   18.    "Electrical"  0.004292 ####
   19.      "2ndFlrSF"  0.004292 ####
   20.      "1stFlrSF"  0.004292 ####
   21.  "BsmtFullBath"  0.004292 ####
   22.        "MoSold"  0.004292 ####
   23.      "LotShape"  0.004292 ####
   24.    "CentralAir"  0.002146 ####
   25.    "PavedDrive"  0.002146 ####
   26.     "ExterQual"  0.002146 ####
   27.    "MSSubClass"  0.002146 ####
   28.      "BldgType"  0.002146 ####
   29.  "BsmtFinType2"  0.002146 ####
   30.         "Alley"  0.000000 ###
   31.   "LandContour"  0.000000 ###
   32.     "Utilities"  0.000000 ###
   33.     "LandSlope"  0.000000 ###
   34.    "Condition2"  0.000000 ###
   35.     "RoofStyle"  0.000000 ###
   36.      "RoofMatl"  0.000000 ###
   37.    "MasVnrType"  0.000000 ###
   38.      "BsmtCond"  0.000000 ###
   39.    "BsmtFinSF2"  0.000000 ###
   40.       "Heating"  0.000000 ###
   41. "SaleCondition"  0.000000 ###
   42.  "LowQualFinSF"  0.000000 ###
   43.  "BsmtHalfBath"  0.000000 ###
   44.      "HalfBath"  0.000000 ###
   45.    "Functional"  0.000000 ###
   46.     "3SsnPorch"  0.000000 ###
   47.    "GarageQual"  0.000000 ###
   48.   "OpenPorchSF"  0.000000 ###
   49.   "ScreenPorch"  0.000000 ###
   50.      "PoolArea"  0.000000 ###
   51.        "PoolQC"  0.000000 ###
   52.   "MiscFeature"  0.000000 ###
   53.       "MiscVal"  0.000000 ###
   54.        "Street"  0.000000 ###
   55.      "SaleType"  0.000000 ###
   56.  "GarageFinish" -0.000000 ###
   57.  "BsmtExposure" -0.000000 ###
   58.    "Condition1" -0.000000 ###
   59.  "KitchenAbvGr" -0.000000 ###
   60.    "MasVnrArea" -0.000000 ###
   61.    "Fireplaces" -0.002146 ###
   62.    "GarageCond" -0.002146 ###
   63.   "OverallCond" -0.002146 ###
   64.      "FullBath" -0.002146 ###
   65.         "Fence" -0.002146 ###
   66.   "LotFrontage" -0.004292 ###
   67.     "GrLivArea" -0.006438 ###
   68.     "ExterCond" -0.008584 ###
   69.   "Exterior2nd" -0.010730 ###
   70.   "FireplaceQu" -0.010730 ###
   71.     "YearBuilt" -0.015021 ##
   72.    "GarageCars" -0.015021 ##
   73. "EnclosedPorch" -0.017167 ##
   74.     "LotConfig" -0.017167 ##
   75.    "GarageArea" -0.019313 ##
   76.   "Exterior1st" -0.030043 #
   77.   "GarageYrBlt" -0.032189 #
   78.  "YearRemodAdd" -0.051502 
   79.     "BsmtUnfSF" -0.053648 
   80.    "BsmtFinSF1" -0.060086 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.     "BsmtUnfSF"  0.317597 ################
    2.     "YearBuilt"  0.317597 ################
    3. "EnclosedPorch"  0.309013 ###############
    4.   "KitchenQual"  0.049356 ########
    5.  "TotRmsAbvGrd"  0.017167 #######
    6.   "OverallQual"  0.017167 #######
    7.     "ExterQual"  0.015021 #######
    8.      "1stFlrSF"  0.015021 #######
    9.    "MasVnrArea"  0.012876 #######
   10.  "BsmtFullBath"  0.012876 #######
   11.     "GrLivArea"  0.010730 ######
   12.   "Exterior2nd"  0.010730 ######
   13.    "HouseStyle"  0.008584 ######
   14.  "GarageFinish"  0.006438 ######
   15.    "WoodDeckSF"  0.004292 ######
   16.    "BsmtFinSF1"  0.004292 ######
   17.    "GarageType"  0.004292 ######
   18.      "SaleType"  0.002146 ######
   19.   "OpenPorchSF"  0.002146 ######
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   29.      "LotShape"  0.000000 ######
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   31.     "Utilities"  0.000000 ######
   32.     "HeatingQC"  0.000000 ######
   33.     "LandSlope"  0.000000 ######
   34.    "Condition2"  0.000000 ######
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   36.     "ExterCond"  0.000000 ######
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   53.    "Electrical" -0.002146 ######
   54.         "Fence" -0.002146 ######
   55.  "BedroomAbvGr" -0.002146 ######
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   57.    "GarageCars" -0.004292 ######
   58.      "MSZoning" -0.004292 ######
   59.    "MasVnrType" -0.006438 ######
   60.  "BsmtExposure" -0.006438 ######
   61.    "GarageArea" -0.017167 ######
   62.       "LotArea" -0.023605 #####
   63.            "Id" -0.040773 #####
   64.   "GarageYrBlt" -0.040773 #####
   65.    "Fireplaces" -0.042918 #####
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   67.   "LotFrontage" -0.049356 #####
   68.   "OverallCond" -0.049356 #####
   69.    "GarageQual" -0.051502 #####
   70.        "YrSold" -0.053648 #####
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   73.        "MoSold" -0.068670 ####
   74.   "FireplaceQu" -0.083691 ####
   75.    "Foundation" -0.096567 ###
   76.  "BsmtFinType1" -0.141631 ##
   77.  "YearRemodAdd" -0.143777 ##
   78.  "Neighborhood" -0.188841 #
   79.      "HalfBath" -0.193133 #
   80.   "TotalBsmtSF" -0.227468 
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   44.      "1stFlrSF"  0.000000 
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    1.  "Neighborhood"  0.168103 ################
    2.    "GarageType"  0.102371 ############
    3.      "BsmtQual"  0.094828 ############
    4.    "BsmtFinSF1"  0.084052 ###########
    5.   "OverallQual"  0.053879 ##########
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    8.       "LotArea"  0.028017 #########
    9.   "KitchenQual"  0.028017 #########
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   11.  "BedroomAbvGr"  0.019397 ########
   12.            "Id"  0.018319 ########
   13.      "LotShape"  0.018319 ########
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   24.   "OpenPorchSF"  0.002155 #######
   25.      "BsmtCond"  0.002155 #######
   26.    "GarageCars"  0.002155 #######
   27.      "MSZoning"  0.001078 #######
   28.   "LotFrontage"  0.001078 #######
   29. "EnclosedPorch"  0.001078 #######
   30.  "BsmtFinType2"  0.000000 #######
   31.   "LandContour"  0.000000 #######
   32.    "GarageQual"  0.000000 #######
   33.     "Utilities"  0.000000 #######
   34.     "LandSlope"  0.000000 #######
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   36.    "Condition2"  0.000000 #######
   37.      "RoofMatl"  0.000000 #######
   38.  "BsmtExposure"  0.000000 #######
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   57.    "Fireplaces" -0.001078 #######
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   60.     "ExterCond" -0.001078 #######
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   65.         "Alley" -0.003233 #######
   66.         "Fence" -0.004310 #######
   67.    "MasVnrType" -0.005388 #######
   68.    "HouseStyle" -0.006466 #######
   69.    "MasVnrArea" -0.006466 #######
   70.     "BsmtUnfSF" -0.008621 #######
   71.    "WoodDeckSF" -0.008621 #######
   72.  "BsmtFinType1" -0.012931 #######
   73.     "GrLivArea" -0.025862 ######
   74.  "GarageFinish" -0.062500 ####
   75.   "OverallCond" -0.084052 ###
   76.    "MSSubClass" -0.087284 ###
   77.   "Exterior1st" -0.087284 ###
   78.  "YearRemodAdd" -0.096983 ##
   79.     "HeatingQC" -0.154095 
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   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.       "LotArea"  0.015021 ################
    2.   "Exterior1st"  0.015021 ################
    3.      "BsmtQual"  0.012876 ###############
    4.  "TotRmsAbvGrd"  0.010730 ###############
    5.  "YearRemodAdd"  0.008584 ###############
    6.     "HeatingQC"  0.008584 ###############
    7.   "Exterior2nd"  0.008584 ###############
    8.      "MSZoning"  0.006438 ###############
    9.    "GarageArea"  0.006438 ###############
   10.    "HouseStyle"  0.004292 ###############
   11.   "OverallCond"  0.004292 ###############
   12.    "WoodDeckSF"  0.004292 ###############
   13.   "OverallQual"  0.002146 ###############
   14.    "Foundation"  0.002146 ###############
   15.    "Functional"  0.002146 ###############
   16.         "Fence"  0.002146 ###############
   17.    "MSSubClass"  0.000000 ###############
   18.        "PoolQC"  0.000000 ###############
   19.        "Street"  0.000000 ###############
   20.         "Alley"  0.000000 ###############
   21.      "LotShape"  0.000000 ###############
   22.   "LandContour"  0.000000 ###############
   23.     "Utilities"  0.000000 ###############
   24.     "LandSlope"  0.000000 ###############
   25.   "MiscFeature"  0.000000 ###############
   26.    "Condition1"  0.000000 ###############
   27.    "Condition2"  0.000000 ###############
   28.      "BldgType"  0.000000 ###############
   29.       "MiscVal"  0.000000 ###############
   30.        "YrSold"  0.000000 ###############
   31.     "RoofStyle"  0.000000 ###############
   32.      "RoofMatl"  0.000000 ###############
   33.    "MasVnrType"  0.000000 ###############
   34.    "MasVnrArea"  0.000000 ###############
   35.      "SaleType"  0.000000 ###############
   36.     "ExterCond"  0.000000 ###############
   37.      "BsmtCond"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.   "TotalBsmtSF"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "LotConfig"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.      "2ndFlrSF"  0.000000 ###############
   45.  "LowQualFinSF"  0.000000 ###############
   46.  "BsmtFullBath"  0.000000 ###############
   47.  "BsmtHalfBath"  0.000000 ###############
   48.      "HalfBath"  0.000000 ###############
   49.  "KitchenAbvGr"  0.000000 ###############
   50.    "Fireplaces"  0.000000 ###############
   51.     "3SsnPorch"  0.000000 ###############
   52.    "GarageCars"  0.000000 ###############
   53.    "GarageQual"  0.000000 ###############
   54.    "GarageCond"  0.000000 ###############
   55.    "PavedDrive"  0.000000 ###############
   56. "EnclosedPorch"  0.000000 ###############
   57. "SaleCondition"  0.000000 ###############
   58.   "ScreenPorch"  0.000000 ###############
   59.      "PoolArea"  0.000000 ###############
   60.   "LotFrontage" -0.002146 ###############
   61.            "Id" -0.002146 ###############
   62.     "ExterQual" -0.002146 ###############
   63.    "BsmtFinSF2" -0.002146 ###############
   64.      "1stFlrSF" -0.002146 ###############
   65.   "KitchenQual" -0.004292 ###############
   66.      "FullBath" -0.004292 ###############
   67.  "BsmtExposure" -0.004292 ###############
   68.  "GarageFinish" -0.004292 ###############
   69.  "BedroomAbvGr" -0.004292 ###############
   70.        "MoSold" -0.004292 ###############
   71.    "BsmtFinSF1" -0.004292 ###############
   72.    "GarageType" -0.006438 ###############
   73.   "OpenPorchSF" -0.008584 ###############
   74.     "BsmtUnfSF" -0.010730 ###############
   75.  "Neighborhood" -0.017167 ##############
   76.     "YearBuilt" -0.328326 ####
   77.  "BsmtFinType1" -0.358369 ###
   78.   "FireplaceQu" -0.366953 ###
   79.   "GarageYrBlt" -0.369099 ###
   80.     "GrLivArea" -0.461373 
    1.  "Neighborhood"  0.137931 ################
    2.  "TotRmsAbvGrd"  0.099138 #############
    3.  "BsmtFinType1"  0.078664 ###########
    4.     "GrLivArea"  0.076509 ###########
    5.    "WoodDeckSF"  0.070043 ###########
    6.   "OpenPorchSF"  0.068966 ##########
    7.   "GarageYrBlt"  0.046336 #########
    8.      "2ndFlrSF"  0.045259 #########
    9.   "FireplaceQu"  0.043103 #########
   10.   "TotalBsmtSF"  0.042026 ########
   11.      "1stFlrSF"  0.035560 ########
   12.   "LotFrontage"  0.031250 ########
   13.    "MasVnrArea"  0.012931 ######
   14.    "Fireplaces"  0.011853 ######
   15.    "GarageCars"  0.010776 ######
   16.   "Exterior2nd"  0.009698 ######
   17.   "OverallQual"  0.006466 ######
   18.  "GarageFinish"  0.005388 ######
   19.     "ExterQual"  0.004310 ######
   20.      "LotShape"  0.004310 ######
   21.      "BsmtQual"  0.003233 ######
   22.    "GarageQual"  0.002155 ######
   23.         "Alley"  0.002155 ######
   24.  "BsmtFullBath"  0.001078 #####
   25.    "GarageCond"  0.000000 #####
   26.     "LotConfig"  0.000000 #####
   27. "SaleCondition"  0.000000 #####
   28.     "RoofStyle"  0.000000 #####
   29.  "BsmtExposure"  0.000000 #####
   30.  "BsmtFinType2"  0.000000 #####
   31.      "BsmtCond"  0.000000 #####
   32.  "KitchenAbvGr"  0.000000 #####
   33.        "Street"  0.000000 #####
   34.    "Electrical"  0.000000 #####
   35.   "LandContour"  0.000000 #####
   36.    "BsmtFinSF2"  0.000000 #####
   37.    "CentralAir"  0.000000 #####
   38.     "Utilities"  0.000000 #####
   39.       "Heating"  0.000000 #####
   40.     "LandSlope"  0.000000 #####
   41.    "Condition1"  0.000000 #####
   42.    "Condition2"  0.000000 #####
   43.      "BldgType"  0.000000 #####
   44.  "BedroomAbvGr"  0.000000 #####
   45.  "BsmtHalfBath"  0.000000 #####
   46.  "LowQualFinSF"  0.000000 #####
   47.    "PavedDrive"  0.000000 #####
   48.     "ExterCond"  0.000000 #####
   49.      "RoofMatl"  0.000000 #####
   50.     "3SsnPorch"  0.000000 #####
   51.   "ScreenPorch"  0.000000 #####
   52.      "PoolArea"  0.000000 #####
   53.        "PoolQC"  0.000000 #####
   54.   "MiscFeature"  0.000000 #####
   55.       "MiscVal"  0.000000 #####
   56.      "SaleType"  0.000000 #####
   57.    "Functional" -0.001078 #####
   58. "EnclosedPorch" -0.002155 #####
   59.      "HalfBath" -0.003233 #####
   60.    "MasVnrType" -0.004310 #####
   61.    "HouseStyle" -0.004310 #####
   62.            "Id" -0.004310 #####
   63.     "BsmtUnfSF" -0.004310 #####
   64.    "GarageArea" -0.004310 #####
   65.  "YearRemodAdd" -0.004310 #####
   66.      "MSZoning" -0.005388 #####
   67.        "YrSold" -0.007543 #####
   68.    "MSSubClass" -0.010776 #####
   69.   "OverallCond" -0.011853 ####
   70.    "GarageType" -0.012931 ####
   71.      "FullBath" -0.014009 ####
   72.        "MoSold" -0.018319 ####
   73.    "Foundation" -0.018319 ####
   74.     "YearBuilt" -0.022629 ####
   75.       "LotArea" -0.022629 ####
   76.    "BsmtFinSF1" -0.030172 ###
   77.         "Fence" -0.036638 ###
   78.     "HeatingQC" -0.039871 ##
   79.   "KitchenQual" -0.040948 ##
   80.   "Exterior1st" -0.079741 
    1.      "BsmtQual"  0.017167 ################
    2.  "Neighborhood"  0.015021 ###############
    3.   "Exterior1st"  0.012876 ###############
    4.      "LotShape"  0.012876 ###############
    5.   "OverallQual"  0.010730 ###############
    6.      "2ndFlrSF"  0.008584 ###############
    7.   "TotalBsmtSF"  0.008584 ###############
    8.  "GarageFinish"  0.008584 ###############
    9.      "1stFlrSF"  0.008584 ###############
   10.     "ExterQual"  0.006438 ###############
   11.    "GarageArea"  0.006438 ###############
   12.    "GarageCars"  0.006438 ###############
   13.  "YearRemodAdd"  0.004292 ###############
   14.   "FireplaceQu"  0.004292 ###############
   15.     "BsmtUnfSF"  0.004292 ###############
   16.   "Exterior2nd"  0.004292 ###############
   17.        "MoSold"  0.004292 ###############
   18.      "HalfBath"  0.004292 ###############
   19.  "BsmtExposure"  0.004292 ###############
   20.   "GarageYrBlt"  0.004292 ###############
   21.    "MSSubClass"  0.002146 ###############
   22.    "BsmtFinSF1"  0.002146 ###############
   23.   "LotFrontage"  0.002146 ###############
   24.       "LotArea"  0.002146 ###############
   25.            "Id"  0.002146 ###############
   26.   "KitchenQual"  0.002146 ###############
   27.        "YrSold"  0.002146 ###############
   28.      "MSZoning"  0.000000 ###############
   29.        "Street"  0.000000 ###############
   30.         "Alley"  0.000000 ###############
   31.   "LandContour"  0.000000 ###############
   32.     "Utilities"  0.000000 ###############
   33.     "LandSlope"  0.000000 ###############
   34.     "LotConfig"  0.000000 ###############
   35.    "Condition2"  0.000000 ###############
   36.      "BldgType"  0.000000 ###############
   37.      "PoolArea"  0.000000 ###############
   38.   "OverallCond"  0.000000 ###############
   39.        "PoolQC"  0.000000 ###############
   40.   "MiscFeature"  0.000000 ###############
   41.     "RoofStyle"  0.000000 ###############
   42.      "RoofMatl"  0.000000 ###############
   43.       "MiscVal"  0.000000 ###############
   44.       "Heating"  0.000000 ###############
   45.    "BsmtFinSF2"  0.000000 ###############
   46.  "LowQualFinSF"  0.000000 ###############
   47.    "Electrical"  0.000000 ###############
   48.    "CentralAir"  0.000000 ###############
   49.  "BsmtHalfBath"  0.000000 ###############
   50.      "SaleType"  0.000000 ###############
   51.     "HeatingQC"  0.000000 ###############
   52. "SaleCondition"  0.000000 ###############
   53.  "KitchenAbvGr"  0.000000 ###############
   54.         "Fence"  0.000000 ###############
   55.  "TotRmsAbvGrd"  0.000000 ###############
   56.    "Functional"  0.000000 ###############
   57.  "BsmtFinType2"  0.000000 ###############
   58.      "BsmtCond"  0.000000 ###############
   59.    "Foundation"  0.000000 ###############
   60.     "ExterCond"  0.000000 ###############
   61.    "GarageQual"  0.000000 ###############
   62.    "GarageCond"  0.000000 ###############
   63.    "PavedDrive"  0.000000 ###############
   64.    "WoodDeckSF"  0.000000 ###############
   65.   "OpenPorchSF"  0.000000 ###############
   66. "EnclosedPorch"  0.000000 ###############
   67.     "3SsnPorch"  0.000000 ###############
   68.   "ScreenPorch"  0.000000 ###############
   69.     "GrLivArea" -0.002146 ###############
   70.      "FullBath" -0.002146 ###############
   71.  "BedroomAbvGr" -0.002146 ###############
   72.    "MasVnrArea" -0.002146 ###############
   73.    "Fireplaces" -0.002146 ###############
   74.    "HouseStyle" -0.004292 ###############
   75.    "GarageType" -0.004292 ###############
   76.    "Condition1" -0.006438 ###############
   77.    "MasVnrType" -0.006438 ###############
   78.  "BsmtFullBath" -0.006438 ###############
   79.     "YearBuilt" -0.010730 ###############
   80.  "BsmtFinType1" -0.500000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
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    1.    "GarageArea"  0.012876 ################
    2.    "WoodDeckSF"  0.012876 ################
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   62.    "GarageCars"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
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   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   20.     "YearBuilt"  0.000000 
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   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   33.  "BsmtExposure"  0.000000 
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   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
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   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.      "1stFlrSF"  0.012876 ################
    2.   "TotalBsmtSF"  0.010730 ##############
    3.    "BsmtFinSF1"  0.010730 ##############
    4.   "LotFrontage"  0.006438 ############
    5.       "LotArea"  0.006438 ############
    6.     "GrLivArea"  0.006438 ############
    7.      "FullBath"  0.002146 #########
    8.  "BsmtFullBath"  0.002146 #########
    9.         "Fence"  0.002146 #########
   10.  "GarageFinish"  0.002146 #########
   11.            "Id"  0.000000 ########
   12.       "MiscVal"  0.000000 ########
   13.      "MSZoning"  0.000000 ########
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   16.      "LotShape"  0.000000 ########
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   21.        "MoSold"  0.000000 ########
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   23.    "Condition2"  0.000000 ########
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   28.      "SaleType"  0.000000 ########
   29.     "RoofStyle"  0.000000 ########
   30.      "RoofMatl"  0.000000 ########
   31.   "Exterior1st"  0.000000 ########
   32.    "MasVnrType"  0.000000 ########
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   42.    "CentralAir"  0.000000 ########
   43.    "Electrical"  0.000000 ########
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   50.    "Functional"  0.000000 ########
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   55.    "GarageQual"  0.000000 ########
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   57.    "PavedDrive"  0.000000 ########
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   60. "SaleCondition"  0.000000 ########
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   64.   "MiscFeature"  0.000000 ########
   65.    "MSSubClass" -0.002146 #######
   66.  "Neighborhood" -0.002146 #######
   67.   "OverallCond" -0.002146 #######
   68.   "Exterior2nd" -0.002146 #######
   69.    "GarageCars" -0.002146 #######
   70.    "GarageArea" -0.002146 #######
   71.  "YearRemodAdd" -0.002146 #######
   72.    "MasVnrArea" -0.002146 #######
   73.     "ExterQual" -0.002146 #######
   74.     "BsmtUnfSF" -0.004292 ######
   75.  "TotRmsAbvGrd" -0.004292 ######
   76.   "GarageYrBlt" -0.004292 ######
   77.   "KitchenQual" -0.006438 ####
   78.   "OpenPorchSF" -0.006438 ####
   79.  "BsmtFinType1" -0.012876 #
   80.     "YearBuilt" -0.015021 
    1.  "GarageFinish"  0.023605 ################
    2.    "Fireplaces"  0.015021 ###############
    3.    "MasVnrType"  0.012876 ###############
    4.  "TotRmsAbvGrd"  0.012876 ###############
    5.      "1stFlrSF"  0.010730 ###############
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    7.       "LotArea"  0.010730 ###############
    8.    "HouseStyle"  0.010730 ###############
    9.   "OverallQual"  0.010730 ###############
   10.   "TotalBsmtSF"  0.006438 ###############
   11.  "BsmtFullBath"  0.006438 ###############
   12.    "BsmtFinSF1"  0.006438 ###############
   13.    "WoodDeckSF"  0.006438 ###############
   14.   "OpenPorchSF"  0.006438 ###############
   15.     "ExterQual"  0.004292 ###############
   16.   "OverallCond"  0.004292 ###############
   17.  "BedroomAbvGr"  0.004292 ###############
   18.    "Foundation"  0.002146 ###############
   19.    "GarageCars"  0.002146 ###############
   20.        "YrSold"  0.002146 ###############
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   23.    "Condition2"  0.000000 ###############
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   26.     "RoofStyle"  0.000000 ###############
   27.      "RoofMatl"  0.000000 ###############
   28.    "Electrical"  0.000000 ###############
   29.    "MasVnrArea"  0.000000 ###############
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   32.      "BsmtCond"  0.000000 ###############
   33.  "BsmtExposure"  0.000000 ###############
   34.       "Heating"  0.000000 ###############
   35.            "Id"  0.000000 ###############
   36.  "BsmtFinType2"  0.000000 ###############
   37.    "BsmtFinSF2"  0.000000 ###############
   38.  "BsmtHalfBath"  0.000000 ###############
   39.      "MSZoning"  0.000000 ###############
   40.  "KitchenAbvGr"  0.000000 ###############
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   42.        "Street"  0.000000 ###############
   43.    "Functional"  0.000000 ###############
   44.         "Alley"  0.000000 ###############
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   46.      "LotShape"  0.000000 ###############
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   48.    "GarageQual"  0.000000 ###############
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   50.    "PavedDrive"  0.000000 ###############
   51.     "Utilities"  0.000000 ###############
   52. "SaleCondition"  0.000000 ###############
   53.   "ScreenPorch"  0.000000 ###############
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   60.      "SaleType"  0.000000 ###############
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   63.     "HeatingQC" -0.002146 ###############
   64.   "Exterior2nd" -0.002146 ###############
   65.  "BsmtFinType1" -0.002146 ###############
   66.      "BsmtQual" -0.002146 ###############
   67.     "LotConfig" -0.002146 ###############
   68. "EnclosedPorch" -0.004292 ###############
   69.  "YearRemodAdd" -0.004292 ###############
   70.   "LotFrontage" -0.004292 ###############
   71.    "MSSubClass" -0.004292 ###############
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   73.    "GarageArea" -0.006438 ##############
   74.   "GarageYrBlt" -0.006438 ##############
   75.   "FireplaceQu" -0.008584 ##############
   76.  "Neighborhood" -0.010730 ##############
   77.   "Exterior1st" -0.015021 ##############
   78.    "GarageType" -0.281116 #####
   79.        "MoSold" -0.396996 #
   80.     "YearBuilt" -0.435622 
    1.            "Id"  0.000000 
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    2.  "YearRemodAdd"  0.169528 ###############
    3.  "BsmtFinType1"  0.167382 ###############
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    5.     "YearBuilt"  0.072961 #########
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    7.   "OverallQual"  0.032189 #######
    8.    "GarageArea"  0.025751 ######
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   11.      "FullBath"  0.019313 ######
   12.   "LotFrontage"  0.017167 ######
   13.   "Exterior2nd"  0.017167 ######
   14.    "BsmtFinSF1"  0.015021 ######
   15.        "YrSold"  0.015021 ######
   16.    "Foundation"  0.012876 #####
   17.    "MSSubClass"  0.010730 #####
   18.    "Electrical"  0.006438 #####
   19.      "BsmtQual"  0.006438 #####
   20.    "HouseStyle"  0.006438 #####
   21. "SaleCondition"  0.004292 #####
   22.      "LotShape"  0.004292 #####
   23.  "BsmtFullBath"  0.004292 #####
   24.     "GrLivArea"  0.004292 #####
   25.      "BldgType"  0.002146 #####
   26.      "HalfBath"  0.002146 #####
   27.    "CentralAir"  0.002146 #####
   28.    "PavedDrive"  0.002146 #####
   29.         "Fence"  0.002146 #####
   30.    "MasVnrArea"  0.002146 #####
   31.    "GarageType"  0.002146 #####
   32.        "MoSold"  0.002146 #####
   33.        "Street"  0.000000 #####
   34.    "Functional"  0.000000 #####
   35.   "LandContour"  0.000000 #####
   36.     "Utilities"  0.000000 #####
   37.     "LandSlope"  0.000000 #####
   38.    "Condition2"  0.000000 #####
   39.        "PoolQC"  0.000000 #####
   40.      "PoolArea"  0.000000 #####
   41.   "ScreenPorch"  0.000000 #####
   42.      "RoofMatl"  0.000000 #####
   43.     "3SsnPorch"  0.000000 #####
   44.       "Heating"  0.000000 #####
   45.     "ExterCond"  0.000000 #####
   46.  "LowQualFinSF"  0.000000 #####
   47.    "BsmtFinSF2"  0.000000 #####
   48.  "BsmtHalfBath"  0.000000 #####
   49.  "KitchenAbvGr"  0.000000 #####
   50.   "MiscFeature"  0.000000 #####
   51.       "MiscVal"  0.000000 #####
   52.      "SaleType"  0.000000 #####
   53.   "OpenPorchSF" -0.000000 #####
   54.      "BsmtCond" -0.000000 #####
   55.  "BsmtFinType2" -0.000000 #####
   56.      "MSZoning" -0.000000 #####
   57.  "BsmtExposure" -0.000000 #####
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   80.   "KitchenQual" -0.487124 
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   26.    "MasVnrType"  0.000000 
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   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
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   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
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   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
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   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
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   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.   "Exterior2nd"  0.104526 ################
    2.   "FireplaceQu"  0.099138 ###############
    3.   "Exterior1st"  0.092672 ###############
    4.     "GrLivArea"  0.081897 ##############
    5.      "1stFlrSF"  0.072198 #############
    6.      "BsmtQual"  0.067888 #############
    7.      "MSZoning"  0.066810 #############
    8.     "ExterQual"  0.054957 ############
    9.     "BsmtUnfSF"  0.047414 ###########
   10.   "TotalBsmtSF"  0.045259 ###########
   11.    "BsmtFinSF1"  0.042026 ###########
   12.   "GarageYrBlt"  0.032328 ##########
   13.   "OverallCond"  0.024784 ##########
   14.       "LotArea"  0.023707 ##########
   15.  "BedroomAbvGr"  0.020474 #########
   16.  "TotRmsAbvGrd"  0.017241 #########
   17.    "MasVnrArea"  0.017241 #########
   18.   "KitchenQual"  0.007543 ########
   19.        "MoSold"  0.005388 ########
   20.      "HalfBath"  0.005388 ########
   21.   "OverallQual"  0.004310 ########
   22.    "Fireplaces"  0.003233 ########
   23.    "GarageQual"  0.003233 ########
   24.    "GarageArea"  0.003233 ########
   25.         "Fence"  0.003233 ########
   26.     "LotConfig"  0.002155 ########
   27.         "Alley"  0.002155 ########
   28.    "BsmtFinSF2"  0.001078 ########
   29. "EnclosedPorch"  0.001078 ########
   30.    "MasVnrType"  0.001078 ########
   31. "SaleCondition"  0.000000 ########
   32.        "Street"  0.000000 ########
   33.   "LandContour"  0.000000 ########
   34.     "Utilities"  0.000000 ########
   35.     "LandSlope"  0.000000 ########
   36.    "Condition1"  0.000000 ########
   37.    "Condition2"  0.000000 ########
   38.      "BldgType"  0.000000 ########
   39.      "RoofMatl"  0.000000 ########
   40.       "Heating"  0.000000 ########
   41.     "3SsnPorch"  0.000000 ########
   42.    "CentralAir"  0.000000 ########
   43.  "LowQualFinSF"  0.000000 ########
   44.  "KitchenAbvGr"  0.000000 ########
   45.    "Functional"  0.000000 ########
   46.   "ScreenPorch"  0.000000 ########
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   50.       "MiscVal"  0.000000 ########
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   53.      "LotShape" -0.000000 ########
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   56.    "PavedDrive" -0.000000 ########
   57.  "BsmtHalfBath" -0.000000 ########
   58.    "Electrical" -0.000000 ########
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   60.  "BsmtExposure" -0.001078 ########
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   62.    "GarageCars" -0.004310 #######
   63.     "RoofStyle" -0.004310 #######
   64.    "HouseStyle" -0.006466 #######
   65.  "BsmtFinType2" -0.008621 #######
   66.    "MSSubClass" -0.009698 #######
   67.     "YearBuilt" -0.010776 #######
   68.  "GarageFinish" -0.011853 #######
   69.        "YrSold" -0.012931 #######
   70.   "OpenPorchSF" -0.014009 #######
   71.      "2ndFlrSF" -0.014009 #######
   72.    "Foundation" -0.015086 #######
   73.  "YearRemodAdd" -0.016164 #######
   74.  "BsmtFullBath" -0.017241 #######
   75.    "WoodDeckSF" -0.029095 ######
   76.  "Neighborhood" -0.035560 #####
   77.   "LotFrontage" -0.040948 #####
   78.    "GarageType" -0.065733 ###
   79.  "BsmtFinType1" -0.099138 
   80.            "Id" -0.112069 
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    2.     "GrLivArea"  0.124820 ##############
    3.      "1stFlrSF"  0.121934 ##############
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   14.      "2ndFlrSF"  0.014430 #######
   15.     "BsmtUnfSF"  0.010101 #######
   16.   "LotFrontage"  0.007215 #######
   17.        "MoSold"  0.006494 #######
   18.    "WoodDeckSF"  0.004329 #######
   19.    "GarageArea"  0.004329 #######
   20.      "LotShape"  0.003608 #######
   21.      "HalfBath"  0.003608 #######
   22.    "BsmtFinSF1"  0.003608 #######
   23.   "Exterior1st"  0.003608 #######
   24.   "OverallCond"  0.002886 #######
   25.       "LotArea"  0.002886 #######
   26.    "MasVnrArea"  0.002165 #######
   27.     "ExterCond"  0.002165 #######
   28.    "GarageCars"  0.001443 #######
   29. "SaleCondition"  0.001443 #######
   30.      "BldgType"  0.001443 #######
   31.    "MasVnrType"  0.001443 #######
   32.         "Fence"  0.000722 ######
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   43.    "Electrical"  0.000000 ######
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   69.    "Foundation" -0.018038 #####
   70.  "YearRemodAdd" -0.019481 #####
   71.    "HouseStyle" -0.021645 #####
   72.    "GarageQual" -0.022367 #####
   73.  "Neighborhood" -0.022367 #####
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   75.     "HeatingQC" -0.031025 ####
   76.  "TotRmsAbvGrd" -0.038240 ####
   77.  "BsmtFinType1" -0.072150 ##
   78.   "OpenPorchSF" -0.072150 ##
   79.   "Exterior2nd" -0.080087 #
   80.    "Fireplaces" -0.110390 
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    2.    "GarageType"  0.319742 ###############
    3.   "Exterior2nd"  0.319742 ###############
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    5.      "1stFlrSF"  0.311159 ###############
    6.     "YearBuilt"  0.105150 ##########
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   12.  "BsmtExposure"  0.064378 #########
   13.   "OverallCond"  0.062232 #########
   14.      "FullBath"  0.060086 #########
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   25.    "Foundation"  0.006438 #######
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   27.    "MasVnrArea"  0.004292 #######
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   31.     "LotConfig"  0.002146 #######
   32.    "Electrical"  0.002146 #######
   33.  "BsmtFinType2"  0.002146 #######
   34.    "CentralAir"  0.002146 #######
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   67.    "WoodDeckSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
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   40.       "Heating"  0.000000 
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    1.   "OpenPorchSF"  0.115440 ################
    2.    "Fireplaces"  0.082251 #############
    3.   "OverallQual"  0.059163 ###########
    4.  "Neighborhood"  0.051948 ###########
    5.      "HalfBath"  0.049062 ##########
    6.   "FireplaceQu"  0.049062 ##########
    7.  "BedroomAbvGr"  0.030303 #########
    8.   "KitchenQual"  0.029582 #########
    9.     "GrLivArea"  0.018038 ########
   10.     "YearBuilt"  0.016595 ########
   11.     "ExterQual"  0.015152 ########
   12.   "LotFrontage"  0.014430 ########
   13.  "BsmtFinType1"  0.013709 ########
   14.      "BsmtQual"  0.011544 ########
   15.    "GarageType"  0.011544 ########
   16.    "BsmtFinSF1"  0.011544 #######
   17.      "LotShape"  0.007937 #######
   18.  "BsmtFullBath"  0.005051 #######
   19. "EnclosedPorch"  0.004329 #######
   20.     "LotConfig"  0.003608 #######
   21.      "MSZoning"  0.002886 #######
   22.    "GarageCond"  0.001443 #######
   23.   "Exterior2nd"  0.001443 #######
   24.    "PavedDrive"  0.000722 #######
   25.     "LandSlope"  0.000722 #######
   26.    "Electrical"  0.000000 #######
   27.        "Street"  0.000000 #######
   28.  "KitchenAbvGr"  0.000000 #######
   29.      "RoofMatl"  0.000000 #######
   30.    "Functional"  0.000000 #######
   31.  "BsmtHalfBath"  0.000000 #######
   32.     "3SsnPorch"  0.000000 #######
   33.      "BsmtCond"  0.000000 #######
   34.    "Condition2"  0.000000 #######
   35.    "Condition1"  0.000000 #######
   36.         "Alley"  0.000000 #######
   37.  "BsmtFinType2"  0.000000 #######
   38.  "LowQualFinSF"  0.000000 #######
   39.    "CentralAir"  0.000000 #######
   40.       "Heating"  0.000000 #######
   41.     "Utilities"  0.000000 #######
   42.   "ScreenPorch"  0.000000 #######
   43.      "PoolArea"  0.000000 #######
   44.        "PoolQC"  0.000000 #######
   45.   "MiscFeature"  0.000000 #######
   46.       "MiscVal"  0.000000 #######
   47.   "LandContour" -0.000000 #######
   48.         "Fence" -0.000000 #######
   49.      "SaleType" -0.000000 #######
   50.            "Id" -0.000000 #######
   51.    "BsmtFinSF2" -0.000722 #######
   52.    "GarageQual" -0.000722 #######
   53.      "BldgType" -0.001443 #######
   54. "SaleCondition" -0.001443 #######
   55.    "MasVnrType" -0.001443 ######
   56.     "ExterCond" -0.002165 ######
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   64.    "GarageCars" -0.023088 #####
   65.    "Foundation" -0.028139 ####
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   67.  "YearRemodAdd" -0.031025 ####
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   72.   "Exterior1st" -0.052670 ###
   73.        "MoSold" -0.052670 ###
   74.     "BsmtUnfSF" -0.053391 ##
   75.     "HeatingQC" -0.057720 ##
   76.       "LotArea" -0.061328 ##
   77.  "TotRmsAbvGrd" -0.067821 #
   78.     "RoofStyle" -0.072872 #
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   69. "EnclosedPorch"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
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   44.      "1stFlrSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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    1.      "BldgType"  0.139009 ################
    2.    "HouseStyle"  0.139009 ################
    3.     "YearBuilt"  0.059267 ############
    4.    "GarageArea"  0.046336 ###########
    5.   "KitchenQual"  0.029095 ###########
    6.      "BsmtQual"  0.025862 ##########
    7.  "YearRemodAdd"  0.015086 ##########
    8.   "Exterior1st"  0.012931 ##########
    9.    "GarageCars"  0.009698 ##########
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   11.  "TotRmsAbvGrd"  0.007543 ##########
   12.  "Neighborhood"  0.005388 ##########
   13.   "LotFrontage"  0.003233 #########
   14.    "MasVnrArea"  0.003233 #########
   15.   "GarageYrBlt"  0.003233 #########
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   17.    "BsmtFinSF1"  0.003233 #########
   18.     "HeatingQC"  0.002155 #########
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   21.        "PoolQC"  0.000000 #########
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   32.      "SaleType"  0.000000 #########
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   55.   "ScreenPorch"  0.000000 #########
   56.      "MSZoning" -0.001078 #########
   57.     "RoofStyle" -0.001078 #########
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   63.      "1stFlrSF" -0.003233 #########
   64.    "MSSubClass" -0.005388 #########
   65.     "ExterQual" -0.005388 #########
   66.       "LotArea" -0.006466 #########
   67.   "OverallCond" -0.006466 #########
   68.      "2ndFlrSF" -0.006466 #########
   69.     "GrLivArea" -0.007543 #########
   70.      "HalfBath" -0.008621 #########
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   77.   "OverallQual" -0.126078 ####
   78.            "Id" -0.162716 ##
   79.        "YrSold" -0.170259 ##
   80.   "FireplaceQu" -0.220905 
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    2.  "Neighborhood"  0.248927 ###############
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "KitchenQual"  0.141631 ################
    2.     "BsmtUnfSF"  0.133047 ###############
    3.   "Exterior2nd"  0.128755 ##############
    4.    "GarageType"  0.077253 ##########
    5.       "LotArea"  0.027897 ######
    6.      "BsmtQual"  0.021459 #####
    7.   "FireplaceQu"  0.019313 #####
    8.  "GarageFinish"  0.010730 ####
    9.  "BsmtFullBath"  0.010730 ####
   10.     "HeatingQC"  0.010730 ####
   11.    "BsmtFinSF1"  0.008584 ####
   12.    "HouseStyle"  0.008584 ####
   13.    "Foundation"  0.008584 ####
   14.     "ExterCond"  0.008584 ####
   15.    "MasVnrArea"  0.008584 ####
   16.     "ExterQual"  0.006438 ####
   17.    "WoodDeckSF"  0.006438 ####
   18.    "MasVnrType"  0.002146 ####
   19.     "RoofStyle"  0.002146 ####
   20.    "GarageArea"  0.002146 ####
   21. "EnclosedPorch"  0.002146 ####
   22.    "Condition2"  0.000000 ###
   23.      "BldgType"  0.000000 ###
   24.  "KitchenAbvGr"  0.000000 ###
   25.  "BsmtHalfBath"  0.000000 ###
   26.      "RoofMatl"  0.000000 ###
   27.  "LowQualFinSF"  0.000000 ###
   28.         "Alley"  0.000000 ###
   29.     "3SsnPorch"  0.000000 ###
   30.      "2ndFlrSF"  0.000000 ###
   31.      "MSZoning"  0.000000 ###
   32.  "BsmtFinType2"  0.000000 ###
   33.    "BsmtFinSF2"  0.000000 ###
   34.        "Street"  0.000000 ###
   35.    "CentralAir"  0.000000 ###
   36.       "Heating"  0.000000 ###
   37.   "LandContour"  0.000000 ###
   38.     "Utilities"  0.000000 ###
   39.    "GarageQual"  0.000000 ###
   40.    "GarageCond"  0.000000 ###
   41.     "LandSlope"  0.000000 ###
   42.  "TotRmsAbvGrd"  0.000000 ###
   43.   "ScreenPorch"  0.000000 ###
   44.      "PoolArea"  0.000000 ###
   45.        "PoolQC"  0.000000 ###
   46.   "MiscFeature"  0.000000 ###
   47.       "MiscVal"  0.000000 ###
   48.        "YrSold"  0.000000 ###
   49.      "SaleType"  0.000000 ###
   50.    "PavedDrive" -0.000000 ###
   51.    "Functional" -0.000000 ###
   52.    "Electrical" -0.000000 ###
   53.    "Condition1" -0.000000 ###
   54.      "BsmtCond" -0.000000 ###
   55.   "GarageYrBlt" -0.002146 ###
   56.  "BedroomAbvGr" -0.002146 ###
   57. "SaleCondition" -0.002146 ###
   58.    "MSSubClass" -0.004292 ###
   59.    "GarageCars" -0.004292 ###
   60.      "1stFlrSF" -0.006438 ###
   61.   "OverallCond" -0.006438 ###
   62.    "Fireplaces" -0.006438 ###
   63.   "OverallQual" -0.008584 ###
   64.     "LotConfig" -0.012876 ##
   65.  "BsmtExposure" -0.012876 ##
   66.     "YearBuilt" -0.012876 ##
   67.      "HalfBath" -0.012876 ##
   68.         "Fence" -0.012876 ##
   69.   "Exterior1st" -0.012876 ##
   70.   "OpenPorchSF" -0.012876 ##
   71.  "BsmtFinType1" -0.015021 ##
   72.      "LotShape" -0.015021 ##
   73.            "Id" -0.017167 ##
   74.  "YearRemodAdd" -0.019313 ##
   75.   "LotFrontage" -0.030043 #
   76.        "MoSold" -0.030043 #
   77.      "FullBath" -0.034335 #
   78.   "TotalBsmtSF" -0.034335 #
   79.     "GrLivArea" -0.045064 
   80.  "Neighborhood" -0.047210 
    1.            "Id"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   30.    "Foundation"  0.000000 
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   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   72.      "PoolArea"  0.000000 
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   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
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   44.      "1stFlrSF"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
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   57.    "Fireplaces"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   32.      "BsmtCond"  0.000000 
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   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
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   44.      "1stFlrSF"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   78.        "YrSold"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.    "GarageArea"  0.246781 ################
    2.  "TotRmsAbvGrd"  0.238197 ###############
    3.   "OpenPorchSF"  0.227468 ###############
    4.     "GrLivArea"  0.087983 #########
    5.     "YearBuilt"  0.081545 ########
    6.  "Neighborhood"  0.057940 #######
    7.   "OverallQual"  0.053648 #######
    8.     "ExterQual"  0.053648 #######
    9.      "1stFlrSF"  0.047210 #######
   10.   "LotFrontage"  0.042918 #######
   11.      "FullBath"  0.042918 #######
   12.    "GarageType"  0.042918 #######
   13.   "TotalBsmtSF"  0.032189 ######
   14.      "LotShape"  0.021459 ######
   15.   "Exterior1st"  0.021459 ######
   16.    "MasVnrType"  0.021459 ######
   17.   "FireplaceQu"  0.017167 ######
   18.    "MasVnrArea"  0.017167 ######
   19.      "BsmtQual"  0.015021 ######
   20.   "KitchenQual"  0.012876 ######
   21.  "BsmtFullBath"  0.012876 ######
   22.    "HouseStyle"  0.010730 #####
   23.  "YearRemodAdd"  0.010730 #####
   24.     "BsmtUnfSF"  0.008584 #####
   25.     "HeatingQC"  0.008584 #####
   26.   "OverallCond"  0.006438 #####
   27.    "Fireplaces"  0.006438 #####
   28.      "BldgType"  0.006438 #####
   29.  "BsmtExposure"  0.004292 #####
   30.      "HalfBath"  0.004292 #####
   31.   "Exterior2nd"  0.004292 #####
   32.      "2ndFlrSF"  0.002146 #####
   33.      "MSZoning"  0.002146 #####
   34.  "BedroomAbvGr"  0.002146 #####
   35.            "Id"  0.002146 #####
   36.     "Utilities"  0.000000 #####
   37.   "ScreenPorch"  0.000000 #####
   38.        "Street"  0.000000 #####
   39.      "PoolArea"  0.000000 #####
   40.   "LandContour"  0.000000 #####
   41.  "LowQualFinSF"  0.000000 #####
   42.     "LandSlope"  0.000000 #####
   43.    "Condition1"  0.000000 #####
   44.       "Heating"  0.000000 #####
   45.    "CentralAir"  0.000000 #####
   46.        "PoolQC"  0.000000 #####
   47.    "BsmtFinSF2"  0.000000 #####
   48.  "BsmtFinType2"  0.000000 #####
   49.  "BsmtHalfBath"  0.000000 #####
   50.         "Fence"  0.000000 #####
   51.       "MiscVal"  0.000000 #####
   52.    "Electrical"  0.000000 #####
   53.  "KitchenAbvGr"  0.000000 #####
   54.      "BsmtCond"  0.000000 #####
   55.      "SaleType"  0.000000 #####
   56.    "Functional"  0.000000 #####
   57.     "ExterCond"  0.000000 #####
   58.      "RoofMatl"  0.000000 #####
   59.     "RoofStyle"  0.000000 #####
   60.     "3SsnPorch"  0.000000 #####
   61.    "GarageQual"  0.000000 #####
   62.    "GarageCond"  0.000000 #####
   63.    "PavedDrive"  0.000000 #####
   64.    "Condition2"  0.000000 #####
   65. "EnclosedPorch"  0.000000 #####
   66.   "MiscFeature"  0.000000 #####
   67. "SaleCondition" -0.002146 #####
   68.         "Alley" -0.004292 #####
   69.    "MSSubClass" -0.004292 #####
   70.  "GarageFinish" -0.008584 #####
   71.    "WoodDeckSF" -0.085837 #
   72.   "GarageYrBlt" -0.087983 #
   73.    "BsmtFinSF1" -0.090129 #
   74.    "Foundation" -0.090129 #
   75.  "BsmtFinType1" -0.105150 #
   76.     "LotConfig" -0.107296 
   77.       "LotArea" -0.111588 
   78.        "YrSold" -0.120172 
   79.    "GarageCars" -0.124464 
   80.        "MoSold" -0.128755 
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    1.            "Id"  0.015086 ################
    2.   "Exterior2nd"  0.015086 ################
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    7.   "FireplaceQu"  0.004310 ###############
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   17.    "GarageCars"  0.002155 ###############
   18.   "GarageYrBlt"  0.002155 ###############
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   32.      "SaleType"  0.000000 ###############
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   43.    "Electrical"  0.000000 ###############
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   47.  "BsmtHalfBath"  0.000000 ###############
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   55.    "Fireplaces"  0.000000 ###############
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   64.         "Fence"  0.000000 ###############
   65.   "MiscFeature"  0.000000 ###############
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   67.   "LotFrontage" -0.002155 ##############
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    1.      "BsmtQual"  0.036638 ################
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   77.  "BsmtExposure" -0.172414 ##
   78.     "LotConfig" -0.173491 ##
   79.    "Fireplaces" -0.200431 
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    1.     "YearBuilt"  0.021459 ################
    2.      "BsmtQual"  0.019313 ###############
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    1.    "GarageArea"  0.019313 ################
    2.      "FullBath"  0.015021 ###############
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   49.  "BsmtHalfBath"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   52.  "BedroomAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   40.       "Heating"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.   "GarageYrBlt"  0.491416 ################
    2.      "1stFlrSF"  0.096567 #####
    3.  "Neighborhood"  0.096567 #####
    4.  "GarageFinish"  0.083691 #####
    5.   "Exterior1st"  0.064378 ####
    6.     "GrLivArea"  0.062232 ####
    7.   "OpenPorchSF"  0.049356 ####
    8.     "YearBuilt"  0.036481 ####
    9.    "Fireplaces"  0.027897 ####
   10.     "BsmtUnfSF"  0.025751 ###
   11.   "OverallQual"  0.023605 ###
   12.    "MasVnrArea"  0.021459 ###
   13.     "ExterQual"  0.021459 ###
   14.       "LotArea"  0.019313 ###
   15.      "FullBath"  0.019313 ###
   16.     "LotConfig"  0.015021 ###
   17.  "YearRemodAdd"  0.015021 ###
   18.      "BsmtQual"  0.015021 ###
   19.   "FireplaceQu"  0.015021 ###
   20.        "YrSold"  0.015021 ###
   21.    "GarageType"  0.010730 ###
   22.  "BsmtFinType1"  0.010730 ###
   23.            "Id"  0.010730 ###
   24.  "BsmtFullBath"  0.008584 ###
   25.   "TotalBsmtSF"  0.008584 ###
   26.  "TotRmsAbvGrd"  0.006438 ###
   27.      "HalfBath"  0.006438 ###
   28.    "HouseStyle"  0.006438 ###
   29.    "Foundation"  0.006438 ###
   30.  "BsmtExposure"  0.004292 ###
   31.     "RoofStyle"  0.004292 ###
   32. "EnclosedPorch"  0.002146 ###
   33.    "WoodDeckSF"  0.002146 ###
   34.    "GarageQual"  0.002146 ###
   35.      "MSZoning"  0.002146 ###
   36.      "SaleType"  0.002146 ###
   37.         "Fence"  0.000000 ###
   38.      "LotShape"  0.000000 ###
   39.     "HeatingQC"  0.000000 ###
   40.         "Alley"  0.000000 ###
   41.   "LandContour"  0.000000 ###
   42.     "Utilities"  0.000000 ###
   43.     "LandSlope"  0.000000 ###
   44.    "Condition1"  0.000000 ###
   45.    "Condition2"  0.000000 ###
   46.   "OverallCond"  0.000000 ###
   47.    "Electrical"  0.000000 ###
   48.       "Heating"  0.000000 ###
   49.  "LowQualFinSF"  0.000000 ###
   50.    "BsmtFinSF2"  0.000000 ###
   51.  "BsmtFinType2"  0.000000 ###
   52.  "BsmtHalfBath"  0.000000 ###
   53.  "KitchenAbvGr"  0.000000 ###
   54.     "ExterCond"  0.000000 ###
   55.    "CentralAir"  0.000000 ###
   56.    "Functional"  0.000000 ###
   57.      "BsmtCond"  0.000000 ###
   58.    "GarageCars"  0.000000 ###
   59.    "GarageCond"  0.000000 ###
   60.     "3SsnPorch"  0.000000 ###
   61.   "ScreenPorch"  0.000000 ###
   62.      "PoolArea"  0.000000 ###
   63.        "PoolQC"  0.000000 ###
   64.   "MiscFeature"  0.000000 ###
   65.       "MiscVal"  0.000000 ###
   66.      "RoofMatl"  0.000000 ###
   67.        "Street"  0.000000 ###
   68.      "BldgType" -0.002146 ###
   69. "SaleCondition" -0.002146 ###
   70.    "PavedDrive" -0.002146 ###
   71.  "BedroomAbvGr" -0.002146 ###
   72.    "MSSubClass" -0.010730 ###
   73.    "MasVnrType" -0.012876 ##
   74.   "KitchenQual" -0.025751 ##
   75.   "Exterior2nd" -0.036481 ##
   76.    "BsmtFinSF1" -0.038627 ##
   77.   "LotFrontage" -0.040773 ##
   78.        "MoSold" -0.051502 #
   79.      "2ndFlrSF" -0.066524 #
   80.    "GarageArea" -0.126609 
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   40.       "Heating"  0.000000 
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   43.    "Electrical"  0.000000 
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   45.      "2ndFlrSF"  0.000000 
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   33.  "BsmtExposure"  0.000000 
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   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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    1.    "MSSubClass"  0.130901 ################
    2.      "BsmtQual"  0.100858 #############
    3.  "TotRmsAbvGrd"  0.094421 ############
    4.   "OverallQual"  0.057940 #########
    5.  "YearRemodAdd"  0.049356 ########
    6.      "1stFlrSF"  0.045064 #######
    7.  "Neighborhood"  0.027897 ######
    8.    "GarageCars"  0.010730 ####
    9.        "YrSold"  0.010730 ####
   10.   "OverallCond"  0.008584 ####
   11.   "KitchenQual"  0.008584 ####
   12.      "FullBath"  0.008584 ####
   13.     "GrLivArea"  0.008584 ####
   14.  "GarageFinish"  0.008584 ####
   15.  "BsmtFinType2"  0.006438 ####
   16.    "HouseStyle"  0.006438 ####
   17.    "GarageArea"  0.006438 ####
   18.       "LotArea"  0.006438 ####
   19.   "FireplaceQu"  0.006438 ####
   20.      "MSZoning"  0.006438 ####
   21.  "BedroomAbvGr"  0.004292 ####
   22.   "OpenPorchSF"  0.004292 ####
   23.  "BsmtFinType1"  0.004292 ####
   24.    "WoodDeckSF"  0.004292 ####
   25.   "LandContour"  0.002146 ###
   26.    "Foundation"  0.002146 ###
   27.    "MasVnrType"  0.002146 ###
   28.      "2ndFlrSF"  0.002146 ###
   29.      "LotShape"  0.002146 ###
   30.      "RoofMatl"  0.000000 ###
   31.    "Functional"  0.000000 ###
   32.      "BsmtCond"  0.000000 ###
   33.        "Street"  0.000000 ###
   34.         "Alley"  0.000000 ###
   35.     "Utilities"  0.000000 ###
   36. "SaleCondition"  0.000000 ###
   37.    "BsmtFinSF2"  0.000000 ###
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   67.     "LotConfig" -0.002155 ########
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   71.    "GarageArea" -0.017241 #######
   72.    "HouseStyle" -0.023707 #######
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   74.   "LotFrontage" -0.034483 ######
   75.    "WoodDeckSF" -0.108836 ####
   76.    "GarageType" -0.115302 ###
   77.      "LotShape" -0.149784 ##
   78.   "GarageYrBlt" -0.163793 ##
   79.  "BsmtFinType1" -0.175647 #
   80.    "BsmtFinSF1" -0.217672 
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    1.     "GrLivArea"  0.019313 ################
    2.   "TotalBsmtSF"  0.019313 ################
    3.   "OverallQual"  0.006438 ########
    4.  "Neighborhood"  0.004292 #######
    5.   "LotFrontage"  0.004292 #######
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   12.            "Id"  0.000000 ####
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   43.    "Electrical"  0.000000 ####
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   57.    "PavedDrive"  0.000000 ####
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   59. "EnclosedPorch"  0.000000 ####
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   61.   "ScreenPorch"  0.000000 ####
   62.      "PoolArea"  0.000000 ####
   63.    "MSSubClass" -0.002146 ###
   64.  "YearRemodAdd" -0.002146 ###
   65.     "RoofStyle" -0.002146 ###
   66.    "MasVnrArea" -0.002146 ###
   67.    "BsmtFinSF1" -0.002146 ###
   68.  "GarageFinish" -0.002146 ###
   69.  "TotRmsAbvGrd" -0.002146 ###
   70.  "BsmtFinType1" -0.002146 ###
   71.    "Fireplaces" -0.002146 ###
   72.        "MoSold" -0.002146 ###
   73.  "BsmtExposure" -0.002146 ###
   74.   "FireplaceQu" -0.004292 ##
   75.      "2ndFlrSF" -0.004292 ##
   76.      "1stFlrSF" -0.004292 ##
   77.        "YrSold" -0.004292 ##
   78.   "KitchenQual" -0.006438 #
   79.   "GarageYrBlt" -0.006438 #
   80.    "HouseStyle" -0.008584 
    1.            "Id"  0.000000 
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    1.     "BsmtUnfSF"  0.065733 ################
    2.    "GarageArea"  0.049569 ###############
    3.        "MoSold"  0.042026 ##############
    4.      "FullBath"  0.022629 #############
    5.   "KitchenQual"  0.015086 #############
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   10. "SaleCondition"  0.007543 #############
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   13.            "Id"  0.005388 #############
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   16.       "LotArea"  0.004310 #############
   17.    "Fireplaces"  0.004310 #############
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   77.  "BsmtFinType1" -0.007543 ############
   78.   "GarageYrBlt" -0.202586 ###
   79.   "Exterior2nd" -0.250000 #
   80.  "GarageFinish" -0.274784 
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    1.   "TotalBsmtSF"  0.021459 ################
    2.   "OverallQual"  0.019313 ###############
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   12.    "MasVnrType"  0.004292 ###############
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   43.    "Electrical"  0.000000 ###############
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    2.   "TotalBsmtSF"  0.036481 #############
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   19.  "BsmtFullBath"  0.002146 ###
   20.     "BsmtUnfSF"  0.002146 ###
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   22. "SaleCondition"  0.000000 ##
   23.   "LandContour"  0.000000 ##
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   29.     "LandSlope"  0.000000 ##
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   32.      "BldgType"  0.000000 ##
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   72.    "Foundation" -0.015021 ###
   73.    "Fireplaces" -0.017167 ###
   74.   "FireplaceQu" -0.019313 ###
   75.    "BsmtFinSF1" -0.021459 ###
   76.        "MoSold" -0.025751 ##
   77.    "GarageArea" -0.038627 #
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   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
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   62.    "GarageCars"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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    1.   "LotFrontage"  0.113147 ################
    2.      "BsmtQual"  0.059267 #############
    3.  "Neighborhood"  0.057112 #############
    4.     "HeatingQC"  0.042026 ############
    5.     "YearBuilt"  0.031250 ############
    6.   "GarageYrBlt"  0.030172 ############
    7.   "OverallQual"  0.025862 ###########
    8.     "GrLivArea"  0.018319 ###########
    9.     "ExterQual"  0.016164 ###########
   10.      "FullBath"  0.014009 ###########
   11.    "GarageType"  0.008621 ###########
   12.   "KitchenQual"  0.007543 ###########
   13.   "TotalBsmtSF"  0.007543 ###########
   14.      "2ndFlrSF"  0.007543 ###########
   15.   "FireplaceQu"  0.005388 ##########
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   28.  "BsmtFinType2"  0.000000 ##########
   29.     "LotConfig"  0.000000 ##########
   30.    "CentralAir"  0.000000 ##########
   31.  "GarageFinish"  0.000000 ##########
   32.        "Street"  0.000000 ##########
   33.    "GarageCars"  0.000000 ##########
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   39.    "GarageCond"  0.000000 ##########
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   41.         "Fence"  0.000000 ##########
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   56.      "MSZoning" -0.000000 ##########
   57.         "Alley" -0.000000 ##########
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   59.      "BsmtCond" -0.000000 ##########
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   62. "EnclosedPorch" -0.001078 ##########
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   65.       "LotArea" -0.004310 ##########
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   68.  "BsmtFullBath" -0.005388 ##########
   69.            "Id" -0.006466 ##########
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   75.        "MoSold" -0.024784 #########
   76.      "BldgType" -0.024784 #########
   77.    "BsmtFinSF1" -0.024784 #########
   78.    "WoodDeckSF" -0.204741 #
   79.      "HalfBath" -0.225216 
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    1.            "Id"  0.008584 ################
    2.    "Fireplaces"  0.008584 ################
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   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
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   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
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    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
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   11.     "LotConfig"  0.000000 
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   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
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   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.     "ExterQual"  0.336910 ################
    2.   "OpenPorchSF"  0.321888 ###############
    3.     "GrLivArea"  0.319742 ###############
    4.     "YearBuilt"  0.068670 ########
    5.      "1stFlrSF"  0.047210 #######
    6.   "GarageYrBlt"  0.034335 #######
    7.    "WoodDeckSF"  0.021459 #######
    8.   "LotFrontage"  0.021459 #######
    9.       "LotArea"  0.019313 ######
   10.     "BsmtUnfSF"  0.015021 ######
   11.    "MasVnrArea"  0.012876 ######
   12.   "TotalBsmtSF"  0.010730 ######
   13.   "FireplaceQu"  0.010730 ######
   14.      "FullBath"  0.008584 ######
   15.      "BsmtQual"  0.008584 ######
   16.  "BsmtFinType1"  0.008584 ######
   17.    "HouseStyle"  0.008584 ######
   18.   "OverallQual"  0.008584 ######
   19.   "OverallCond"  0.006438 ######
   20.  "BsmtExposure"  0.004292 ######
   21.  "YearRemodAdd"  0.000000 ######
   22.        "Street"  0.000000 ######
   23.         "Alley"  0.000000 ######
   24.   "LandContour"  0.000000 ######
   25.     "Utilities"  0.000000 ######
   26.     "LotConfig"  0.000000 ######
   27.     "LandSlope"  0.000000 ######
   28.    "Condition1"  0.000000 ######
   29.    "Condition2"  0.000000 ######
   30.      "BldgType"  0.000000 ######
   31.     "RoofStyle"  0.000000 ######
   32.      "RoofMatl"  0.000000 ######
   33.   "Exterior1st"  0.000000 ######
   34.    "MasVnrType"  0.000000 ######
   35.     "ExterCond"  0.000000 ######
   36.    "Foundation"  0.000000 ######
   37.      "BsmtCond"  0.000000 ######
   38.  "BsmtFinType2"  0.000000 ######
   39.    "BsmtFinSF2"  0.000000 ######
   40.       "Heating"  0.000000 ######
   41.     "HeatingQC"  0.000000 ######
   42.    "CentralAir"  0.000000 ######
   43.    "Electrical"  0.000000 ######
   44.      "2ndFlrSF"  0.000000 ######
   45.  "LowQualFinSF"  0.000000 ######
   46.  "BsmtHalfBath"  0.000000 ######
   47.  "BedroomAbvGr"  0.000000 ######
   48.  "KitchenAbvGr"  0.000000 ######
   49.    "Functional"  0.000000 ######
   50.    "GarageQual"  0.000000 ######
   51.    "PavedDrive"  0.000000 ######
   52.      "MSZoning"  0.000000 ######
   53. "EnclosedPorch"  0.000000 ######
   54.     "3SsnPorch"  0.000000 ######
   55.   "ScreenPorch"  0.000000 ######
   56.      "PoolArea"  0.000000 ######
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   60.       "MiscVal"  0.000000 ######
   61.      "SaleType"  0.000000 ######
   62. "SaleCondition"  0.000000 ######
   63.    "GarageCond" -0.002146 ######
   64.    "BsmtFinSF1" -0.002146 ######
   65.  "BsmtFullBath" -0.006438 ######
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   67.    "GarageType" -0.008584 ######
   68.    "GarageCars" -0.008584 ######
   69.      "LotShape" -0.008584 ######
   70.        "MoSold" -0.012876 ######
   71.  "TotRmsAbvGrd" -0.017167 #####
   72.   "Exterior2nd" -0.025751 #####
   73.    "GarageArea" -0.040773 #####
   74.            "Id" -0.051502 ####
   75.  "Neighborhood" -0.087983 ###
   76.   "KitchenQual" -0.100858 ###
   77.    "MSSubClass" -0.188841 #
   78.  "GarageFinish" -0.210300 
   79.        "YrSold" -0.214592 
   80.    "Fireplaces" -0.227468 
    1.     "YearBuilt"  0.463519 ################
    2.       "LotArea"  0.457082 ###############
    3.      "LotShape"  0.444206 ###############
    4.     "BsmtUnfSF"  0.030043 ###
    5.    "Foundation"  0.027897 ###
    6.  "Neighborhood"  0.021459 ###
    7.   "Exterior1st"  0.021459 ###
    8.   "TotalBsmtSF"  0.019313 ###
    9.      "BsmtQual"  0.019313 ###
   10.        "YrSold"  0.017167 ###
   11.   "FireplaceQu"  0.015021 ###
   12.    "MasVnrType"  0.015021 ###
   13.            "Id"  0.012876 ###
   14.     "HeatingQC"  0.012876 ###
   15.   "LotFrontage"  0.010730 ###
   16.        "MoSold"  0.010730 ###
   17.   "GarageYrBlt"  0.010730 ###
   18.     "ExterQual"  0.006438 ###
   19.    "MasVnrArea"  0.006438 ###
   20.  "BsmtExposure"  0.004292 ###
   21.   "OverallCond"  0.004292 ###
   22.    "MSSubClass"  0.004292 ###
   23.   "LandContour"  0.002146 ###
   24.    "HouseStyle"  0.002146 ###
   25.    "GarageType"  0.002146 ###
   26.      "BldgType"  0.002146 ###
   27.    "Fireplaces"  0.002146 ###
   28.      "SaleType"  0.000000 ###
   29.        "Street"  0.000000 ###
   30.         "Alley"  0.000000 ###
   31.     "Utilities"  0.000000 ###
   32.     "LandSlope"  0.000000 ###
   33.    "Condition1"  0.000000 ###
   34.    "Condition2"  0.000000 ###
   35.      "RoofMatl"  0.000000 ###
   36.     "ExterCond"  0.000000 ###
   37.      "BsmtCond"  0.000000 ###
   38.  "BsmtFinType2"  0.000000 ###
   39.    "BsmtFinSF2"  0.000000 ###
   40.       "Heating"  0.000000 ###
   41.     "3SsnPorch"  0.000000 ###
   42.    "CentralAir"  0.000000 ###
   43.    "Electrical"  0.000000 ###
   44.  "LowQualFinSF"  0.000000 ###
   45.  "BsmtHalfBath"  0.000000 ###
   46.  "KitchenAbvGr"  0.000000 ###
   47.    "Functional"  0.000000 ###
   48.    "GarageQual"  0.000000 ###
   49.    "GarageCond"  0.000000 ###
   50.    "PavedDrive"  0.000000 ###
   51. "EnclosedPorch"  0.000000 ###
   52.   "ScreenPorch"  0.000000 ###
   53.      "PoolArea"  0.000000 ###
   54.        "PoolQC"  0.000000 ###
   55.   "MiscFeature"  0.000000 ###
   56.       "MiscVal"  0.000000 ###
   57. "SaleCondition" -0.000000 ###
   58.     "RoofStyle" -0.002146 ###
   59.  "TotRmsAbvGrd" -0.002146 ###
   60.  "GarageFinish" -0.002146 ###
   61.   "KitchenQual" -0.002146 ###
   62.   "OverallQual" -0.002146 ###
   63.      "MSZoning" -0.004292 ##
   64.      "2ndFlrSF" -0.004292 ##
   65.  "BedroomAbvGr" -0.006438 ##
   66.   "Exterior2nd" -0.008584 ##
   67.    "GarageCars" -0.015021 ##
   68.         "Fence" -0.019313 ##
   69.  "BsmtFullBath" -0.019313 ##
   70.     "LotConfig" -0.021459 ##
   71.      "HalfBath" -0.023605 ##
   72.      "1stFlrSF" -0.023605 ##
   73.      "FullBath" -0.025751 ##
   74.     "GrLivArea" -0.027897 ##
   75.  "YearRemodAdd" -0.057940 #
   76.  "BsmtFinType1" -0.092275 
   77.   "OpenPorchSF" -0.100858 
   78.    "BsmtFinSF1" -0.100858 
   79.    "GarageArea" -0.109442 
   80.    "WoodDeckSF" -0.111588 
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   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.       "LotArea"  0.181818 ################
    2.   "FireplaceQu"  0.108225 ###########
    3.     "GrLivArea"  0.095960 ##########
    4.   "OverallQual"  0.093795 ##########
    5.    "BsmtFinSF1"  0.085859 ##########
    6.      "2ndFlrSF"  0.070707 #########
    7.      "BsmtQual"  0.059885 ########
    8.     "RoofStyle"  0.049062 ########
    9.     "ExterQual"  0.024531 ######
   10.   "Exterior1st"  0.023088 ######
   11.   "TotalBsmtSF"  0.021645 ######
   12.    "MasVnrArea"  0.017316 ######
   13.  "BsmtFullBath"  0.014430 ######
   14.    "MSSubClass"  0.012266 ######
   15.    "GarageArea"  0.012266 ######
   16.     "HeatingQC"  0.009380 #####
   17.  "YearRemodAdd"  0.007937 #####
   18.        "YrSold"  0.007215 #####
   19.   "LotFrontage"  0.006494 #####
   20.      "FullBath"  0.005772 #####
   21.   "Exterior2nd"  0.005772 #####
   22.      "LotShape"  0.005051 #####
   23.    "GarageCars"  0.005051 #####
   24.   "GarageYrBlt"  0.002886 #####
   25.      "HalfBath"  0.002165 #####
   26.      "BldgType"  0.002165 #####
   27.    "GarageQual"  0.001443 #####
   28.    "GarageType"  0.001443 #####
   29.    "PavedDrive"  0.000722 #####
   30.      "MSZoning"  0.000722 #####
   31.     "LotConfig"  0.000722 #####
   32.    "Condition1"  0.000000 #####
   33.         "Alley"  0.000000 #####
   34.   "LandContour"  0.000000 #####
   35.     "Utilities"  0.000000 #####
   36.     "LandSlope"  0.000000 #####
   37.         "Fence"  0.000000 #####
   38.        "Street"  0.000000 #####
   39.    "Condition2"  0.000000 #####
   40. "EnclosedPorch"  0.000000 #####
   41.     "3SsnPorch"  0.000000 #####
   42.    "CentralAir"  0.000000 #####
   43.    "Electrical"  0.000000 #####
   44.   "ScreenPorch"  0.000000 #####
   45.       "Heating"  0.000000 #####
   46.  "LowQualFinSF"  0.000000 #####
   47.      "PoolArea"  0.000000 #####
   48.    "BsmtFinSF2"  0.000000 #####
   49.  "BsmtHalfBath"  0.000000 #####
   50.    "Functional"  0.000000 #####
   51.        "PoolQC"  0.000000 #####
   52. "SaleCondition"  0.000000 #####
   53.  "KitchenAbvGr"  0.000000 #####
   54.   "MiscFeature"  0.000000 #####
   55.       "MiscVal"  0.000000 #####
   56.     "ExterCond"  0.000000 #####
   57.      "BsmtCond"  0.000000 #####
   58.      "RoofMatl"  0.000000 #####
   59.    "GarageCond"  0.000000 #####
   60.      "SaleType" -0.000722 #####
   61.  "GarageFinish" -0.001443 #####
   62.    "Fireplaces" -0.001443 #####
   63.  "TotRmsAbvGrd" -0.002165 #####
   64.  "BsmtFinType2" -0.002165 #####
   65.    "Foundation" -0.002165 #####
   66.  "BedroomAbvGr" -0.002886 #####
   67.   "OverallCond" -0.004329 #####
   68.    "MasVnrType" -0.012987 ####
   69.  "BsmtFinType1" -0.015152 ####
   70.            "Id" -0.022367 ###
   71.    "HouseStyle" -0.025974 ###
   72.   "OpenPorchSF" -0.026696 ###
   73.        "MoSold" -0.028860 ###
   74.     "YearBuilt" -0.030303 ###
   75.    "WoodDeckSF" -0.031746 ###
   76.  "BsmtExposure" -0.032468 ###
   77.     "BsmtUnfSF" -0.036797 ###
   78.   "KitchenQual" -0.039683 ##
   79.      "1stFlrSF" -0.049062 ##
   80.  "Neighborhood" -0.090188 
    1.   "TotalBsmtSF"  0.081897 ################
    2.            "Id"  0.070043 ###############
    3.    "GarageType"  0.042026 #############
    4.   "KitchenQual"  0.031250 #############
    5.   "Exterior2nd"  0.029095 #############
    6.   "GarageYrBlt"  0.021552 ############
    7.     "YearBuilt"  0.017241 ############
    8.     "GrLivArea"  0.012931 ############
    9.    "Foundation"  0.009698 ############
   10.    "GarageCars"  0.008621 ############
   11.  "BsmtFinType1"  0.005388 ###########
   12.  "GarageFinish"  0.005388 ###########
   13.    "GarageArea"  0.005388 ###########
   14.      "FullBath"  0.005388 ###########
   15.  "BedroomAbvGr"  0.004310 ###########
   16.      "1stFlrSF"  0.002155 ###########
   17.     "BsmtUnfSF"  0.002155 ###########
   18.    "MSSubClass"  0.002155 ###########
   19.  "TotRmsAbvGrd"  0.002155 ###########
   20. "EnclosedPorch"  0.002155 ###########
   21.    "CentralAir"  0.002155 ###########
   22.      "2ndFlrSF"  0.002155 ###########
   23.     "LotConfig"  0.001078 ###########
   24.      "LotShape"  0.001078 ###########
   25.      "HalfBath"  0.001078 ###########
   26.   "OverallCond"  0.001078 ###########
   27.      "BldgType"  0.000000 ###########
   28.      "MSZoning"  0.000000 ###########
   29.   "OverallQual"  0.000000 ###########
   30.  "BsmtFullBath"  0.000000 ###########
   31.    "GarageQual"  0.000000 ###########
   32.     "Utilities"  0.000000 ###########
   33.     "LandSlope"  0.000000 ###########
   34.    "Condition1"  0.000000 ###########
   35.    "Condition2"  0.000000 ###########
   36.      "RoofMatl"  0.000000 ###########
   37.      "BsmtCond"  0.000000 ###########
   38.  "BsmtFinType2"  0.000000 ###########
   39.    "BsmtFinSF2"  0.000000 ###########
   40.       "Heating"  0.000000 ###########
   41.     "3SsnPorch"  0.000000 ###########
   42.    "Electrical"  0.000000 ###########
   43.  "LowQualFinSF"  0.000000 ###########
   44.  "BsmtHalfBath"  0.000000 ###########
   45.  "KitchenAbvGr"  0.000000 ###########
   46.    "Functional"  0.000000 ###########
   47.    "Fireplaces"  0.000000 ###########
   48.        "Street"  0.000000 ###########
   49.         "Alley"  0.000000 ###########
   50.    "GarageCond"  0.000000 ###########
   51.    "PavedDrive"  0.000000 ###########
   52.    "WoodDeckSF"  0.000000 ###########
   53.   "LandContour"  0.000000 ###########
   54.   "ScreenPorch"  0.000000 ###########
   55.      "PoolArea"  0.000000 ###########
   56.        "PoolQC"  0.000000 ###########
   57.   "MiscFeature"  0.000000 ###########
   58.       "MiscVal"  0.000000 ###########
   59.      "SaleType"  0.000000 ###########
   60.     "ExterCond" -0.000000 ###########
   61.         "Fence" -0.000000 ###########
   62. "SaleCondition" -0.000000 ###########
   63.  "BsmtExposure" -0.001078 ###########
   64.     "ExterQual" -0.001078 ###########
   65.    "MasVnrArea" -0.001078 ###########
   66.    "MasVnrType" -0.001078 ###########
   67.      "BsmtQual" -0.001078 ###########
   68.        "MoSold" -0.001078 ###########
   69.    "BsmtFinSF1" -0.001078 ###########
   70.   "OpenPorchSF" -0.002155 ###########
   71.     "HeatingQC" -0.004310 ###########
   72.  "YearRemodAdd" -0.004310 ###########
   73.        "YrSold" -0.005388 ###########
   74.     "RoofStyle" -0.006466 ###########
   75.   "LotFrontage" -0.007543 ###########
   76.       "LotArea" -0.016164 ##########
   77.   "Exterior1st" -0.018319 ##########
   78.  "Neighborhood" -0.196121 #
   79.   "FireplaceQu" -0.213362 
   80.    "HouseStyle" -0.221983 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
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   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
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   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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   50.      "FullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
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   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
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    5.       "LotArea"  0.000000 
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    7.         "Alley"  0.000000 
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   10.     "Utilities"  0.000000 
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   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
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   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   52.  "BedroomAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
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   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
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   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
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   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
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   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
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   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
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   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   33.   "LandContour"  0.000000 ###
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   66. "EnclosedPorch" -0.002146 ###
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   70.   "GarageYrBlt" -0.002146 ###
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   76.    "GarageCars" -0.017167 ##
   77.    "WoodDeckSF" -0.017167 ##
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   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.  "Neighborhood"  0.042918 ################
    2.    "GarageArea"  0.042918 ###############
    3.      "BsmtQual"  0.025751 ############
    4.  "YearRemodAdd"  0.017167 ##########
    5.    "BsmtFinSF1"  0.017167 ##########
    6.  "GarageFinish"  0.015021 ##########
    7.    "WoodDeckSF"  0.012876 #########
    8.   "KitchenQual"  0.010730 #########
    9.   "Exterior2nd"  0.010730 #########
   10.       "LotArea"  0.008584 ########
   11.     "ExterQual"  0.004292 ########
   12.   "OverallQual"  0.004292 #######
   13.    "MSSubClass"  0.002146 #######
   14.    "Fireplaces"  0.002146 #######
   15.      "2ndFlrSF"  0.002146 #######
   16.     "BsmtUnfSF"  0.000000 #######
   17.    "HouseStyle"  0.000000 #######
   18.   "GarageYrBlt"  0.000000 #######
   19.   "LotFrontage"  0.000000 #######
   20.      "HalfBath"  0.000000 #######
   21.    "BsmtFinSF2"  0.000000 #######
   22.  "BsmtExposure"  0.000000 #######
   23.    "Condition1"  0.000000 #######
   24.     "HeatingQC"  0.000000 #######
   25.   "OverallCond"  0.000000 #######
   26.    "GarageCars"  0.000000 #######
   27.   "FireplaceQu"  0.000000 #######
   28.      "MSZoning"  0.000000 #######
   29. "EnclosedPorch"  0.000000 #######
   30.         "Fence"  0.000000 #######
   31.   "LandContour"  0.000000 #######
   32.     "Utilities"  0.000000 #######
   33.     "LandSlope"  0.000000 #######
   34.    "Condition2"  0.000000 #######
   35.      "BldgType"  0.000000 #######
   36.      "RoofMatl"  0.000000 #######
   37.     "ExterCond"  0.000000 #######
   38.      "BsmtCond"  0.000000 #######
   39.  "BsmtFinType2"  0.000000 #######
   40.       "Heating"  0.000000 #######
   41.     "3SsnPorch"  0.000000 #######
   42.    "CentralAir"  0.000000 #######
   43.    "Electrical"  0.000000 #######
   44.  "LowQualFinSF"  0.000000 #######
   45.  "BsmtFullBath"  0.000000 #######
   46.  "BsmtHalfBath"  0.000000 #######
   47.  "BedroomAbvGr"  0.000000 #######
   48.  "KitchenAbvGr"  0.000000 #######
   49.    "Functional"  0.000000 #######
   50.    "GarageCond"  0.000000 #######
   51.    "PavedDrive"  0.000000 #######
   52.        "Street"  0.000000 #######
   53.   "ScreenPorch"  0.000000 #######
   54.      "PoolArea"  0.000000 #######
   55.        "PoolQC"  0.000000 #######
   56.         "Alley"  0.000000 #######
   57.   "MiscFeature"  0.000000 #######
   58.       "MiscVal"  0.000000 #######
   59.      "SaleType"  0.000000 #######
   60.    "GarageQual" -0.000000 #######
   61. "SaleCondition" -0.000000 #######
   62.  "BsmtFinType1" -0.000000 #######
   63.     "LotConfig" -0.000000 #######
   64.      "LotShape" -0.000000 #######
   65.    "GarageType" -0.002146 ######
   66.      "FullBath" -0.002146 ######
   67.  "TotRmsAbvGrd" -0.004292 ######
   68.        "MoSold" -0.004292 ######
   69.   "TotalBsmtSF" -0.004292 ######
   70.   "Exterior1st" -0.004292 ######
   71.    "Foundation" -0.004292 ######
   72.    "MasVnrType" -0.004292 ######
   73.     "RoofStyle" -0.006438 #####
   74.    "MasVnrArea" -0.008584 #####
   75.      "1stFlrSF" -0.008584 #####
   76.     "YearBuilt" -0.008584 #####
   77.   "OpenPorchSF" -0.008584 #####
   78.     "GrLivArea" -0.008584 #####
   79.        "YrSold" -0.010730 ####
   80.            "Id" -0.034335 
    1.     "GrLivArea"  0.267241 ################
    2.    "BsmtFinSF1"  0.042026 ##
    3.    "MasVnrType"  0.033405 ##
    4.       "LotArea"  0.020474 #
    5.   "OpenPorchSF"  0.012931 #
    6.    "MasVnrArea"  0.011853 #
    7.   "TotalBsmtSF"  0.009698 #
    8.    "GarageArea"  0.008621 #
    9.  "Neighborhood"  0.007543 
   10.    "GarageCars"  0.006466 
   11.      "HalfBath"  0.005388 
   12.      "2ndFlrSF"  0.003233 
   13.  "BsmtFullBath"  0.003233 
   14.     "RoofStyle"  0.002155 
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   40.       "Heating"  0.000000 
   41. "SaleCondition"  0.000000 
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   44.  "LowQualFinSF"  0.000000 
   45.  "BsmtHalfBath"  0.000000 
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   75.  "BsmtExposure" -0.002155 
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   78.     "YearBuilt" -0.004310 
   79.   "KitchenQual" -0.006466 
   80.    "Fireplaces" -0.008621 
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   40.       "Heating"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   34.  "BsmtFinType1"  0.000000 
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   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
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   42.    "CentralAir"  0.000000 
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   44.      "1stFlrSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.     "GrLivArea"  0.508584 ################
    2.  "Neighborhood"  0.497854 ###############
    3.   "OpenPorchSF"  0.491416 ###############
    4.    "Foundation"  0.047210 ###
    5.   "KitchenQual"  0.017167 ##
    6.   "Exterior2nd"  0.015021 ##
    7.     "ExterQual"  0.012876 ##
    8.      "1stFlrSF"  0.010730 ##
    9.        "MoSold"  0.010730 ##
   10.    "BsmtFinSF1"  0.008584 ##
   11.   "OverallCond"  0.006438 #
   12. "SaleCondition"  0.006438 #
   13.     "BsmtUnfSF"  0.004292 #
   14.      "MSZoning"  0.004292 #
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   17.            "Id"  0.000000 #
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   22.   "LandContour"  0.000000 #
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   24.     "3SsnPorch"  0.000000 #
   25.     "LandSlope"  0.000000 #
   26.         "Alley"  0.000000 #
   27.      "2ndFlrSF"  0.000000 #
   28.      "RoofMatl"  0.000000 #
   29.     "ExterCond"  0.000000 #
   30.  "BsmtHalfBath"  0.000000 #
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   33.       "Heating"  0.000000 #
   34.    "Electrical"  0.000000 #
   35.    "Functional"  0.000000 #
   36.  "BsmtFinType2"  0.000000 #
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   38.    "CentralAir"  0.000000 #
   39.    "PavedDrive"  0.000000 #
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   67.    "MSSubClass" -0.008584 #
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   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
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    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
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   74.         "Fence"  0.000000 
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   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.     "YearBuilt"  0.019313 ################
    2.  "YearRemodAdd"  0.015021 ###############
    3.   "KitchenQual"  0.010730 ###############
    4.  "BsmtExposure"  0.008584 ###############
    5.      "BsmtQual"  0.008584 ###############
    6.   "LotFrontage"  0.006438 ###############
    7.        "YrSold"  0.006438 ###############
    8.    "BsmtFinSF1"  0.006438 ###############
    9.     "BsmtUnfSF"  0.004292 ###############
   10.  "GarageFinish"  0.004292 ###############
   11.     "ExterQual"  0.002146 ###############
   12.      "1stFlrSF"  0.002146 ###############
   13.      "HalfBath"  0.002146 ###############
   14.   "Exterior2nd"  0.002146 ###############
   15.    "MSSubClass"  0.000000 ###############
   16.      "MSZoning"  0.000000 ###############
   17.       "MiscVal"  0.000000 ###############
   18.        "Street"  0.000000 ###############
   19.         "Alley"  0.000000 ###############
   20.      "SaleType"  0.000000 ###############
   21.   "LandContour"  0.000000 ###############
   22.     "Utilities"  0.000000 ###############
   23.     "LandSlope"  0.000000 ###############
   24. "SaleCondition"  0.000000 ###############
   25.    "Condition1"  0.000000 ###############
   26.    "Condition2"  0.000000 ###############
   27.      "BldgType"  0.000000 ###############
   28.    "HouseStyle"  0.000000 ###############
   29.   "OverallCond"  0.000000 ###############
   30.     "RoofStyle"  0.000000 ###############
   31.      "RoofMatl"  0.000000 ###############
   32.    "MasVnrType"  0.000000 ###############
   33.    "MasVnrArea"  0.000000 ###############
   34.     "ExterCond"  0.000000 ###############
   35.    "Foundation"  0.000000 ###############
   36.      "BsmtCond"  0.000000 ###############
   37.  "BsmtFinType1"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.    "BsmtFinSF2"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "3SsnPorch"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.      "2ndFlrSF"  0.000000 ###############
   45.  "LowQualFinSF"  0.000000 ###############
   46.  "BsmtFullBath"  0.000000 ###############
   47.  "BsmtHalfBath"  0.000000 ###############
   48.     "HeatingQC"  0.000000 ###############
   49.  "BedroomAbvGr"  0.000000 ###############
   50.  "KitchenAbvGr"  0.000000 ###############
   51.  "TotRmsAbvGrd"  0.000000 ###############
   52.    "Functional"  0.000000 ###############
   53.    "Fireplaces"  0.000000 ###############
   54.   "FireplaceQu"  0.000000 ###############
   55.   "GarageYrBlt"  0.000000 ###############
   56.    "GarageCars"  0.000000 ###############
   57.    "GarageQual"  0.000000 ###############
   58.    "GarageCond"  0.000000 ###############
   59.    "PavedDrive"  0.000000 ###############
   60.    "WoodDeckSF"  0.000000 ###############
   61. "EnclosedPorch"  0.000000 ###############
   62.   "ScreenPorch"  0.000000 ###############
   63.      "PoolArea"  0.000000 ###############
   64.        "PoolQC"  0.000000 ###############
   65.         "Fence"  0.000000 ###############
   66.   "MiscFeature"  0.000000 ###############
   67.       "LotArea" -0.002146 ###############
   68.      "LotShape" -0.002146 ###############
   69.            "Id" -0.002146 ###############
   70.      "FullBath" -0.002146 ###############
   71.    "GarageType" -0.002146 ###############
   72.        "MoSold" -0.002146 ###############
   73.     "LotConfig" -0.002146 ###############
   74.  "Neighborhood" -0.004292 ###############
   75.   "Exterior1st" -0.004292 ###############
   76.   "OverallQual" -0.004292 ###############
   77.    "GarageArea" -0.006438 ###############
   78.   "OpenPorchSF" -0.015021 ##############
   79.   "TotalBsmtSF" -0.429185 #
   80.     "GrLivArea" -0.463519 
    1.            "Id"  0.000000 
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   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   72.      "PoolArea"  0.000000 
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   80. "SaleCondition"  0.000000 
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    4.   "LotFrontage"  0.000000 
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    6.        "Street"  0.000000 
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   16.      "BldgType"  0.000000 
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   20.     "YearBuilt"  0.000000 
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   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
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   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   52.  "BedroomAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "OverallQual"  0.057940 ################
    2.  "TotRmsAbvGrd"  0.057940 ################
    3.     "GrLivArea"  0.042918 ############
    4.    "GarageArea"  0.021459 #######
    5.   "Exterior2nd"  0.017167 ######
    6.       "LotArea"  0.008584 ####
    7.        "YrSold"  0.006438 ####
    8.     "BsmtUnfSF"  0.006438 ###
    9.  "BsmtFullBath"  0.004292 ###
   10.   "GarageYrBlt"  0.004292 ###
   11.      "1stFlrSF"  0.002146 ###
   12.    "MasVnrType"  0.002146 ##
   13.   "LotFrontage"  0.002146 ##
   14.     "RoofStyle"  0.002146 ##
   15.    "MasVnrArea"  0.002146 ##
   16.  "BsmtExposure"  0.002146 ##
   17.      "FullBath"  0.002146 ##
   18.  "Neighborhood"  0.002146 ##
   19.    "Fireplaces"  0.002146 ##
   20.  "BedroomAbvGr"  0.002146 ##
   21.    "WoodDeckSF"  0.000000 ##
   22.    "MSSubClass"  0.000000 ##
   23.    "HouseStyle"  0.000000 ##
   24.   "OverallCond"  0.000000 ##
   25.    "BsmtFinSF1"  0.000000 ##
   26.    "GarageType"  0.000000 ##
   27.    "GarageCars"  0.000000 ##
   28.  "LowQualFinSF"  0.000000 ##
   29.      "2ndFlrSF"  0.000000 ##
   30.     "ExterCond"  0.000000 ##
   31.     "HeatingQC"  0.000000 ##
   32.      "BsmtCond"  0.000000 ##
   33.      "MSZoning"  0.000000 ##
   34.    "Electrical"  0.000000 ##
   35.        "Street"  0.000000 ##
   36.  "BsmtFinType2"  0.000000 ##
   37.    "BsmtFinSF2"  0.000000 ##
   38.         "Alley"  0.000000 ##
   39.    "CentralAir"  0.000000 ##
   40.       "Heating"  0.000000 ##
   41.  "BsmtHalfBath"  0.000000 ##
   42.  "KitchenAbvGr"  0.000000 ##
   43.   "LandContour"  0.000000 ##
   44.    "Functional"  0.000000 ##
   45.     "Utilities"  0.000000 ##
   46.     "3SsnPorch"  0.000000 ##
   47.     "LandSlope"  0.000000 ##
   48.    "Condition1"  0.000000 ##
   49.    "Condition2"  0.000000 ##
   50.    "GarageQual"  0.000000 ##
   51.    "GarageCond"  0.000000 ##
   52.    "PavedDrive"  0.000000 ##
   53.      "BldgType"  0.000000 ##
   54. "EnclosedPorch"  0.000000 ##
   55.   "ScreenPorch"  0.000000 ##
   56.      "PoolArea"  0.000000 ##
   57.        "PoolQC"  0.000000 ##
   58.         "Fence"  0.000000 ##
   59.   "MiscFeature"  0.000000 ##
   60.       "MiscVal"  0.000000 ##
   61.      "RoofMatl"  0.000000 ##
   62.      "SaleType"  0.000000 ##
   63.      "HalfBath" -0.000000 ##
   64.   "FireplaceQu" -0.002146 ##
   65.      "LotShape" -0.002146 #
   66.   "Exterior1st" -0.002146 #
   67.     "LotConfig" -0.002146 #
   68. "SaleCondition" -0.002146 #
   69.      "BsmtQual" -0.004292 #
   70.  "BsmtFinType1" -0.004292 #
   71.   "OpenPorchSF" -0.004292 #
   72.    "Foundation" -0.004292 #
   73.     "ExterQual" -0.004292 #
   74.        "MoSold" -0.004292 #
   75.            "Id" -0.004292 #
   76.   "KitchenQual" -0.006438 
   77.     "YearBuilt" -0.008584 
   78.  "YearRemodAdd" -0.008584 
   79.  "GarageFinish" -0.008584 
   80.   "TotalBsmtSF" -0.010730 
    1.    "GarageArea"  0.010730 ################
    2.   "TotalBsmtSF"  0.010730 ################
    3.     "GrLivArea"  0.006438 ###############
    4.    "Fireplaces"  0.006438 ###############
    5.     "HeatingQC"  0.006438 ###############
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    7.        "YrSold"  0.004292 ###############
    8.     "YearBuilt"  0.002146 ###############
    9.  "TotRmsAbvGrd"  0.002146 ###############
   10.   "Exterior1st"  0.002146 ###############
   11.      "BsmtQual"  0.002146 ###############
   12.      "1stFlrSF"  0.002146 ###############
   13.  "Neighborhood"  0.002146 ###############
   14.  "BsmtExposure"  0.002146 ###############
   15.      "FullBath"  0.002146 ###############
   16.     "ExterQual"  0.002146 ###############
   17.            "Id"  0.000000 ###############
   18.    "MSSubClass"  0.000000 ###############
   19.      "MSZoning"  0.000000 ###############
   20.   "LotFrontage"  0.000000 ###############
   21.        "Street"  0.000000 ###############
   22.         "Alley"  0.000000 ###############
   23.   "LandContour"  0.000000 ###############
   24.     "Utilities"  0.000000 ###############
   25.     "LandSlope"  0.000000 ###############
   26.    "Condition1"  0.000000 ###############
   27.    "Condition2"  0.000000 ###############
   28.      "BldgType"  0.000000 ###############
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   30.   "OverallCond"  0.000000 ###############
   31.      "RoofMatl"  0.000000 ###############
   32.   "Exterior2nd"  0.000000 ###############
   33.    "MasVnrType"  0.000000 ###############
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   35.    "Foundation"  0.000000 ###############
   36.      "BsmtCond"  0.000000 ###############
   37.    "BsmtFinSF1"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.    "BsmtFinSF2"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "3SsnPorch"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.  "LowQualFinSF"  0.000000 ###############
   45.  "BsmtHalfBath"  0.000000 ###############
   46.      "HalfBath"  0.000000 ###############
   47.  "BedroomAbvGr"  0.000000 ###############
   48.  "KitchenAbvGr"  0.000000 ###############
   49.   "KitchenQual"  0.000000 ###############
   50.    "Functional"  0.000000 ###############
   51.   "FireplaceQu"  0.000000 ###############
   52.    "GarageType"  0.000000 ###############
   53.   "GarageYrBlt"  0.000000 ###############
   54.  "GarageFinish"  0.000000 ###############
   55.    "GarageCars"  0.000000 ###############
   56.    "GarageQual"  0.000000 ###############
   57.    "GarageCond"  0.000000 ###############
   58.    "PavedDrive"  0.000000 ###############
   59. "EnclosedPorch"  0.000000 ###############
   60.   "ScreenPorch"  0.000000 ###############
   61.      "PoolArea"  0.000000 ###############
   62.        "PoolQC"  0.000000 ###############
   63.         "Fence"  0.000000 ###############
   64.   "MiscFeature"  0.000000 ###############
   65.       "MiscVal"  0.000000 ###############
   66.        "MoSold"  0.000000 ###############
   67.      "SaleType"  0.000000 ###############
   68. "SaleCondition"  0.000000 ###############
   69.  "BsmtFullBath" -0.002146 ###############
   70.      "2ndFlrSF" -0.002146 ###############
   71.     "RoofStyle" -0.002146 ###############
   72.     "BsmtUnfSF" -0.002146 ###############
   73.      "LotShape" -0.002146 ###############
   74.    "WoodDeckSF" -0.002146 ###############
   75.  "YearRemodAdd" -0.004292 ###############
   76.  "BsmtFinType1" -0.006438 ###############
   77.    "MasVnrArea" -0.006438 ###############
   78.     "LotConfig" -0.006438 ###############
   79.   "OpenPorchSF" -0.008584 ###############
   80.   "OverallQual" -0.493562 
    1.   "OverallQual"  0.042918 ################
    2.    "GarageArea"  0.032189 ###############
    3.     "GrLivArea"  0.025751 ###############
    4.  "Neighborhood"  0.019313 ###############
    5.    "MasVnrType"  0.017167 ###############
    6.   "GarageYrBlt"  0.017167 ###############
    7.      "BsmtQual"  0.015021 ##############
    8.   "FireplaceQu"  0.015021 ##############
    9.  "YearRemodAdd"  0.012876 ##############
   10.   "OpenPorchSF"  0.012876 ##############
   11.       "LotArea"  0.010730 ##############
   12.    "MasVnrArea"  0.010730 ##############
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   14.  "TotRmsAbvGrd"  0.010730 ##############
   15.   "TotalBsmtSF"  0.006438 ##############
   16.   "Exterior1st"  0.006438 ##############
   17.    "BsmtFinSF1"  0.006438 ##############
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   19.   "LotFrontage"  0.004292 ##############
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   48.    "Functional"  0.000000 ##############
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   50.  "GarageFinish"  0.000000 ##############
   51.    "GarageCars"  0.000000 ##############
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   53.    "GarageQual"  0.000000 ##############
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   55.    "PavedDrive"  0.000000 ##############
   56.         "Alley"  0.000000 ##############
   57.   "LandContour"  0.000000 ##############
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   60.      "PoolArea"  0.000000 ##############
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   63.   "MiscFeature"  0.000000 ##############
   64.       "MiscVal"  0.000000 ##############
   65.        "MoSold"  0.000000 ##############
   66.     "Utilities"  0.000000 ##############
   67.      "SaleType"  0.000000 ##############
   68. "SaleCondition"  0.000000 ##############
   69.    "HouseStyle" -0.002146 ##############
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   75.   "OverallCond" -0.002146 ##############
   76.    "Fireplaces" -0.004292 ##############
   77.   "KitchenQual" -0.006438 ##############
   78.     "BsmtUnfSF" -0.008584 ##############
   79.  "BsmtFinType1" -0.019313 #############
   80.      "1stFlrSF" -0.388412 
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    2.  "YearRemodAdd"  0.119048 ###########
    3.   "OverallQual"  0.064214 #######
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    8.   "TotalBsmtSF"  0.044733 ######
    9.    "WoodDeckSF"  0.041847 ######
   10.    "Fireplaces"  0.040404 ######
   11.     "GrLivArea"  0.038240 #####
   12.   "LotFrontage"  0.031746 #####
   13.      "1stFlrSF"  0.030303 #####
   14.    "MasVnrArea"  0.028139 #####
   15.   "KitchenQual"  0.027417 #####
   16.    "GarageType"  0.026696 #####
   17.            "Id"  0.025974 #####
   18.      "BsmtQual"  0.025253 ####
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   25.   "OpenPorchSF"  0.011544 ####
   26.    "BsmtFinSF1"  0.010823 ###
   27.  "TotRmsAbvGrd"  0.008658 ###
   28.       "LotArea"  0.007937 ###
   29.         "Fence"  0.007215 ###
   30.    "GarageCars"  0.006494 ###
   31.   "Exterior2nd"  0.005051 ###
   32.    "MasVnrType"  0.002886 ###
   33.   "Exterior1st"  0.002165 ###
   34.    "HouseStyle"  0.002165 ###
   35.      "HalfBath"  0.001443 ###
   36.     "BsmtUnfSF"  0.001443 ###
   37.      "BldgType"  0.000722 ###
   38.  "BsmtExposure"  0.000000 ###
   39.   "OverallCond"  0.000000 ###
   40. "SaleCondition"  0.000000 ###
   41.    "Condition1"  0.000000 ###
   42.    "Condition2"  0.000000 ###
   43.      "RoofMatl"  0.000000 ###
   44.     "ExterCond"  0.000000 ###
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   46.       "Heating"  0.000000 ###
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   48.    "BsmtFinSF2"  0.000000 ###
   49.  "BsmtHalfBath"  0.000000 ###
   50.        "PoolQC"  0.000000 ###
   51.  "KitchenAbvGr"  0.000000 ###
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   53.    "Functional"  0.000000 ###
   54.      "BsmtCond"  0.000000 ###
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   56.      "MSZoning"  0.000000 ###
   57.    "GarageQual"  0.000000 ###
   58.    "GarageCond"  0.000000 ###
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   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.    "BsmtFinSF1"  0.274678 ################
    2.     "BsmtUnfSF"  0.148069 #########
    3.            "Id"  0.075107 #####
    4.     "ExterQual"  0.070815 #####
    5.  "BsmtExposure"  0.068670 #####
    6.      "LotShape"  0.055794 ####
    7.    "GarageArea"  0.040773 ####
    8.       "LotArea"  0.036481 ###
    9.        "YrSold"  0.030043 ###
   10.    "HouseStyle"  0.015021 ##
   11.      "1stFlrSF"  0.008584 ##
   12.   "Exterior2nd"  0.008584 ##
   13.    "MasVnrType"  0.008584 ##
   14.      "2ndFlrSF"  0.006438 ##
   15.  "YearRemodAdd"  0.006438 ##
   16.  "TotRmsAbvGrd"  0.004292 ##
   17.     "RoofStyle"  0.004292 ##
   18.      "FullBath"  0.004292 ##
   19.     "LotConfig"  0.002146 ##
   20.     "HeatingQC"  0.002146 ##
   21.      "HalfBath"  0.002146 ##
   22.     "LandSlope"  0.000000 ##
   23.  "BsmtFinType2"  0.000000 ##
   24.  "LowQualFinSF"  0.000000 ##
   25.        "Street"  0.000000 ##
   26.         "Alley"  0.000000 ##
   27.  "KitchenAbvGr"  0.000000 ##
   28.     "Utilities"  0.000000 ##
   29.  "BsmtHalfBath"  0.000000 ##
   30.        "PoolQC"  0.000000 ##
   31.    "Condition1"  0.000000 ##
   32.    "Condition2"  0.000000 ##
   33.   "ScreenPorch"  0.000000 ##
   34.    "GarageCond"  0.000000 ##
   35.      "PoolArea"  0.000000 ##
   36.   "MiscFeature"  0.000000 ##
   37.      "RoofMatl"  0.000000 ##
   38.     "3SsnPorch"  0.000000 ##
   39.       "MiscVal"  0.000000 ##
   40.      "BsmtCond"  0.000000 ##
   41.    "Functional"  0.000000 ##
   42.       "Heating"  0.000000 ##
   43.    "GarageType" -0.000000 ##
   44.      "MSZoning" -0.000000 ##
   45.   "LandContour" -0.000000 ##
   46.    "PavedDrive" -0.000000 ##
   47.    "GarageQual" -0.000000 ##
   48.    "Electrical" -0.000000 ##
   49.         "Fence" -0.000000 ##
   50.    "CentralAir" -0.000000 ##
   51.    "BsmtFinSF2" -0.000000 ##
   52.        "MoSold" -0.000000 ##
   53.     "ExterCond" -0.000000 ##
   54. "EnclosedPorch" -0.000000 ##
   55.      "BldgType" -0.000000 ##
   56.  "GarageFinish" -0.000000 ##
   57.  "BedroomAbvGr" -0.000000 ##
   58.   "GarageYrBlt" -0.002146 #
   59.    "MSSubClass" -0.002146 #
   60.   "OverallCond" -0.002146 #
   61.   "Exterior1st" -0.004292 #
   62.    "GarageCars" -0.004292 #
   63.      "BsmtQual" -0.004292 #
   64.    "Fireplaces" -0.004292 #
   65.    "WoodDeckSF" -0.004292 #
   66.  "BsmtFullBath" -0.004292 #
   67.   "OpenPorchSF" -0.006438 #
   68.    "Foundation" -0.006438 #
   69.   "TotalBsmtSF" -0.006438 #
   70.     "GrLivArea" -0.008584 #
   71.   "KitchenQual" -0.010730 #
   72.     "YearBuilt" -0.012876 #
   73.   "OverallQual" -0.019313 #
   74.  "Neighborhood" -0.025751 
   75.   "LotFrontage" -0.030043 
   76.   "FireplaceQu" -0.032189 
   77.    "MasVnrArea" -0.034335 
   78.      "SaleType" -0.034335 
   79. "SaleCondition" -0.034335 
   80.  "BsmtFinType1" -0.040773 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.    "WoodDeckSF"  0.264009 ################
    2.     "YearBuilt"  0.259698 ###############
    3.   "OverallQual"  0.257543 ###############
    4.      "1stFlrSF"  0.018319 #
    5.     "ExterQual"  0.017241 #
    6.   "OpenPorchSF"  0.015086 #
    7.    "GarageArea"  0.004310 #
    8.    "Foundation"  0.004310 #
    9.    "MasVnrType"  0.003233 #
   10.   "GarageYrBlt"  0.002155 #
   11.  "YearRemodAdd"  0.002155 #
   12.      "SaleType"  0.002155 #
   13.   "OverallCond"  0.001078 
   14.   "LotFrontage"  0.001078 
   15.  "BsmtExposure"  0.000000 
   16.     "Utilities"  0.000000 
   17.     "3SsnPorch"  0.000000 
   18.     "LandSlope"  0.000000 
   19.         "Alley"  0.000000 
   20.    "Condition1"  0.000000 
   21.    "Condition2"  0.000000 
   22.      "BldgType"  0.000000 
   23.    "Functional"  0.000000 
   24.     "RoofStyle"  0.000000 
   25.      "RoofMatl"  0.000000 
   26.  "KitchenAbvGr"  0.000000 
   27.   "KitchenQual"  0.000000 
   28.     "ExterCond"  0.000000 
   29.    "GarageCond"  0.000000 
   30.  "LowQualFinSF"  0.000000 
   31.      "BsmtCond"  0.000000 
   32.  "BsmtHalfBath"  0.000000 
   33.      "MSZoning"  0.000000 
   34.    "Electrical"  0.000000 
   35.  "BsmtFinType2"  0.000000 
   36.    "BsmtFinSF2"  0.000000 
   37.    "CentralAir"  0.000000 
   38.       "Heating"  0.000000 
   39.    "PavedDrive"  0.000000 
   40.    "GarageQual"  0.000000 
   41.        "Street"  0.000000 
   42. "EnclosedPorch"  0.000000 
   43.   "ScreenPorch"  0.000000 
   44.      "PoolArea"  0.000000 
   45.        "PoolQC"  0.000000 
   46.         "Fence"  0.000000 
   47.   "MiscFeature"  0.000000 
   48.       "MiscVal"  0.000000 
   49.   "LandContour"  0.000000 
   50.   "TotalBsmtSF" -0.000000 
   51.  "BedroomAbvGr" -0.001078 
   52. "SaleCondition" -0.001078 
   53.     "LotConfig" -0.001078 
   54.  "BsmtFullBath" -0.001078 
   55.    "GarageType" -0.001078 
   56.   "FireplaceQu" -0.001078 
   57.   "Exterior2nd" -0.001078 
   58.    "MSSubClass" -0.002155 
   59.    "HouseStyle" -0.002155 
   60.     "HeatingQC" -0.002155 
   61.    "Fireplaces" -0.002155 
   62.  "TotRmsAbvGrd" -0.002155 
   63.    "MasVnrArea" -0.003233 
   64.        "MoSold" -0.003233 
   65.            "Id" -0.003233 
   66.      "BsmtQual" -0.003233 
   67.        "YrSold" -0.003233 
   68.      "HalfBath" -0.004310 
   69.  "GarageFinish" -0.004310 
   70.      "2ndFlrSF" -0.004310 
   71.      "FullBath" -0.004310 
   72.  "Neighborhood" -0.005388 
   73.   "Exterior1st" -0.007543 
   74.      "LotShape" -0.008621 
   75.    "BsmtFinSF1" -0.009698 
   76.    "GarageCars" -0.009698 
   77.     "BsmtUnfSF" -0.010776 
   78.       "LotArea" -0.010776 
   79.  "BsmtFinType1" -0.011853 
   80.     "GrLivArea" -0.016164 
    1.       "LotArea"  0.017167 ################
    2.     "ExterQual"  0.012876 ###############
    3.    "GarageArea"  0.010730 ###############
    4.  "BsmtFullBath"  0.008584 ###############
    5.    "GarageType"  0.008584 ###############
    6.    "GarageCars"  0.006438 ###############
    7.  "Neighborhood"  0.006438 ###############
    8.   "Exterior2nd"  0.006438 ###############
    9.   "OpenPorchSF"  0.006438 ###############
   10.  "YearRemodAdd"  0.004292 ###############
   11.    "Fireplaces"  0.004292 ###############
   12.     "GrLivArea"  0.004292 ###############
   13.    "MSSubClass"  0.002146 ###############
   14.      "LotShape"  0.002146 ###############
   15.    "Foundation"  0.002146 ###############
   16.     "BsmtUnfSF"  0.002146 ###############
   17.            "Id"  0.002146 ###############
   18.   "Exterior1st"  0.002146 ###############
   19.    "WoodDeckSF"  0.002146 ###############
   20.         "Alley"  0.000000 ###############
   21.   "LandContour"  0.000000 ###############
   22.     "Utilities"  0.000000 ###############
   23.     "LandSlope"  0.000000 ###############
   24.    "Condition1"  0.000000 ###############
   25.    "Condition2"  0.000000 ###############
   26.      "BldgType"  0.000000 ###############
   27.    "HouseStyle"  0.000000 ###############
   28.   "OverallCond"  0.000000 ###############
   29.     "YearBuilt"  0.000000 ###############
   30.     "LotConfig"  0.000000 ###############
   31.     "RoofStyle"  0.000000 ###############
   32.      "RoofMatl"  0.000000 ###############
   33.    "MasVnrType"  0.000000 ###############
   34.    "MasVnrArea"  0.000000 ###############
   35.     "ExterCond"  0.000000 ###############
   36.      "BsmtQual"  0.000000 ###############
   37.      "BsmtCond"  0.000000 ###############
   38.  "BsmtFinType2"  0.000000 ###############
   39.    "BsmtFinSF2"  0.000000 ###############
   40.       "Heating"  0.000000 ###############
   41.     "HeatingQC"  0.000000 ###############
   42.    "CentralAir"  0.000000 ###############
   43.    "Electrical"  0.000000 ###############
   44.      "1stFlrSF"  0.000000 ###############
   45.  "LowQualFinSF"  0.000000 ###############
   46.  "BsmtHalfBath"  0.000000 ###############
   47.  "BedroomAbvGr"  0.000000 ###############
   48.  "KitchenAbvGr"  0.000000 ###############
   49.   "KitchenQual"  0.000000 ###############
   50.    "Functional"  0.000000 ###############
   51.     "3SsnPorch"  0.000000 ###############
   52.  "GarageFinish"  0.000000 ###############
   53.      "MSZoning"  0.000000 ###############
   54.    "GarageQual"  0.000000 ###############
   55.    "GarageCond"  0.000000 ###############
   56.    "PavedDrive"  0.000000 ###############
   57.   "LotFrontage"  0.000000 ###############
   58.        "Street"  0.000000 ###############
   59. "EnclosedPorch"  0.000000 ###############
   60. "SaleCondition"  0.000000 ###############
   61.   "ScreenPorch"  0.000000 ###############
   62.      "PoolArea"  0.000000 ###############
   63.        "PoolQC"  0.000000 ###############
   64.         "Fence"  0.000000 ###############
   65.   "MiscFeature"  0.000000 ###############
   66.       "MiscVal"  0.000000 ###############
   67.        "MoSold"  0.000000 ###############
   68.        "YrSold"  0.000000 ###############
   69.      "SaleType"  0.000000 ###############
   70.  "BsmtFinType1" -0.002146 ###############
   71.  "BsmtExposure" -0.002146 ###############
   72.      "HalfBath" -0.004292 ###############
   73.    "BsmtFinSF1" -0.004292 ###############
   74.      "2ndFlrSF" -0.004292 ###############
   75.  "TotRmsAbvGrd" -0.004292 ###############
   76.      "FullBath" -0.004292 ###############
   77.   "GarageYrBlt" -0.004292 ###############
   78.   "OverallQual" -0.008584 ###############
   79.   "FireplaceQu" -0.515021 
   80.   "TotalBsmtSF" -0.534335 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
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    4.   "LotFrontage"  0.000000 
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    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
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   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
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   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
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    1.    "MasVnrArea"  0.295259 ################
    2.   "OverallQual"  0.078664 #####
    3.   "FireplaceQu"  0.078664 #####
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    7.  "Neighborhood"  0.053879 ####
    8.   "Exterior1st"  0.052802 ####
    9.   "GarageYrBlt"  0.025862 ###
   10.     "BsmtUnfSF"  0.023707 ###
   11.    "MSSubClass"  0.021552 ##
   12.      "1stFlrSF"  0.020474 ##
   13.     "ExterQual"  0.018319 ##
   14.    "MasVnrType"  0.016164 ##
   15.  "BedroomAbvGr"  0.016164 ##
   16.  "GarageFinish"  0.016164 ##
   17.   "KitchenQual"  0.011853 ##
   18.    "Fireplaces"  0.008621 ##
   19.    "Foundation"  0.006466 ##
   20.  "YearRemodAdd"  0.006466 ##
   21.    "GarageArea"  0.006466 ##
   22.  "BsmtExposure"  0.003233 ##
   23.    "HouseStyle"  0.002155 ##
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   29.     "LotConfig"  0.001078 #
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    1.    "MasVnrArea"  0.098712 ################
    2.     "YearBuilt"  0.092275 ###############
    3.   "GarageYrBlt"  0.087983 ##############
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    5.   "TotalBsmtSF"  0.066524 ############
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   10.            "Id"  0.030043 #########
   11.  "TotRmsAbvGrd"  0.023605 ########
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   13.  "Neighborhood"  0.015021 #######
   14.  "YearRemodAdd"  0.010730 #######
   15.   "Exterior2nd"  0.010730 #######
   16.   "OpenPorchSF"  0.010730 #######
   17.  "GarageFinish"  0.010730 #######
   18.     "BsmtUnfSF"  0.010730 #######
   19.    "Fireplaces"  0.008584 #######
   20.   "FireplaceQu"  0.008584 #######
   21.  "BsmtFullBath"  0.008584 #######
   22.    "HouseStyle"  0.006438 #######
   23. "SaleCondition"  0.006438 #######
   24.      "BldgType"  0.004292 ######
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   27.    "GarageType"  0.002146 ######
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   30.        "MoSold"  0.002146 ######
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   79.    "WoodDeckSF" -0.040773 ##
   80.    "GarageArea" -0.068670 
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   26.    "MasVnrType"  0.000000 
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    1.  "BsmtFullBath"  0.164502 ################
    2.  "TotRmsAbvGrd"  0.160173 ###############
    3.  "Neighborhood"  0.033911 #####
    4.   "TotalBsmtSF"  0.025974 ####
    5.   "OverallQual"  0.023088 ####
    6.      "BsmtQual"  0.020202 ####
    7.     "YearBuilt"  0.015873 ####
    8.   "OpenPorchSF"  0.015152 ###
    9.    "MasVnrArea"  0.012987 ###
   10.   "Exterior2nd"  0.012987 ###
   11.    "GarageArea"  0.011544 ###
   12.     "BsmtUnfSF"  0.007937 ###
   13.  "YearRemodAdd"  0.006494 ###
   14.   "LotFrontage"  0.005051 ###
   15.   "Exterior1st"  0.004329 ###
   16.      "LotShape"  0.004329 ###
   17.   "KitchenQual"  0.004329 ###
   18.            "Id"  0.002165 ##
   19.  "GarageFinish"  0.002165 ##
   20.    "MSSubClass"  0.002165 ##
   21.      "HalfBath"  0.002165 ##
   22.    "Fireplaces"  0.001443 ##
   23.      "FullBath"  0.001443 ##
   24.  "BedroomAbvGr"  0.001443 ##
   25.    "GarageCars"  0.001443 ##
   26.        "YrSold"  0.001443 ##
   27.     "HeatingQC"  0.000722 ##
   28.     "ExterCond"  0.000722 ##
   29.      "MSZoning"  0.000722 ##
   30.     "RoofStyle"  0.000722 ##
   31. "SaleCondition"  0.000722 ##
   32.     "3SsnPorch"  0.000000 ##
   33.        "Street"  0.000000 ##
   34.         "Alley"  0.000000 ##
   35.   "LandContour"  0.000000 ##
   36.     "Utilities"  0.000000 ##
   37.     "LandSlope"  0.000000 ##
   38.      "RoofMatl"  0.000000 ##
   39.    "Condition2"  0.000000 ##
   40.   "ScreenPorch"  0.000000 ##
   41.      "PoolArea"  0.000000 ##
   42.         "Fence"  0.000000 ##
   43.   "MiscFeature"  0.000000 ##
   44.       "MiscVal"  0.000000 ##
   45.      "BsmtCond"  0.000000 ##
   46.    "CentralAir"  0.000000 ##
   47.    "Electrical"  0.000000 ##
   48.  "LowQualFinSF"  0.000000 ##
   49.       "Heating"  0.000000 ##
   50.  "BsmtHalfBath"  0.000000 ##
   51.      "1stFlrSF"  0.000000 ##
   52.  "KitchenAbvGr"  0.000000 ##
   53.    "BsmtFinSF2"  0.000000 ##
   54.    "Functional"  0.000000 ##
   55.   "FireplaceQu"  0.000000 ##
   56.    "GarageQual"  0.000000 ##
   57.    "GarageCond"  0.000000 ##
   58.        "PoolQC"  0.000000 ##
   59. "EnclosedPorch"  0.000000 ##
   60.      "BldgType" -0.000000 ##
   61.  "BsmtFinType2" -0.000000 ##
   62.      "SaleType" -0.000000 ##
   63.  "BsmtExposure" -0.000000 ##
   64.    "PavedDrive" -0.000722 ##
   65.    "Condition1" -0.000722 ##
   66.   "OverallCond" -0.000722 ##
   67.    "GarageType" -0.000722 ##
   68.    "Foundation" -0.000722 ##
   69.     "ExterQual" -0.000722 ##
   70.    "HouseStyle" -0.001443 ##
   71.        "MoSold" -0.001443 ##
   72.    "MasVnrType" -0.002886 ##
   73.     "LotConfig" -0.002886 ##
   74.    "WoodDeckSF" -0.002886 ##
   75.  "BsmtFinType1" -0.007937 ##
   76.   "GarageYrBlt" -0.010101 #
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    1.      "2ndFlrSF"  0.075036 ################
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    3.   "LotFrontage"  0.051227 ############
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   13.   "KitchenQual"  0.005051 ######
   14.  "BsmtExposure"  0.005051 ######
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   73.   "TotalBsmtSF" -0.024531 ###
   74.    "GarageCars" -0.025974 ##
   75.        "MoSold" -0.028139 ##
   76.   "Exterior2nd" -0.031025 ##
   77.    "Foundation" -0.031746 ##
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   78.   "GarageYrBlt" -0.004292 ###
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    1.     "BsmtUnfSF"  0.008584 ################
    2.  "BsmtExposure"  0.002146 ###############
    3.      "LotShape"  0.002146 ###############
    4.        "MoSold"  0.002146 ###############
    5.  "TotRmsAbvGrd"  0.002146 ###############
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    8. "EnclosedPorch"  0.000000 ###############
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   11.   "ScreenPorch"  0.000000 ###############
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    1.      "1stFlrSF"  0.223060 ################
    2.  "Neighborhood"  0.220905 ###############
    3.   "LotFrontage"  0.216595 ###############
    4.     "BsmtUnfSF"  0.012931 ###
    5.   "GarageYrBlt"  0.005388 ###
    6.       "LotArea"  0.005388 ###
    7.     "ExterQual"  0.004310 ###
    8.  "YearRemodAdd"  0.004310 ###
    9.  "GarageFinish"  0.004310 ###
   10.    "GarageCars"  0.003233 ###
   11.   "TotalBsmtSF"  0.003233 ###
   12.     "HeatingQC"  0.002155 ##
   13.      "2ndFlrSF"  0.002155 ##
   14.  "BsmtFinType1"  0.002155 ##
   15.            "Id"  0.002155 ##
   16.   "OverallQual"  0.002155 ##
   17.      "SaleType"  0.001078 ##
   18.    "MasVnrType"  0.001078 ##
   19.      "PoolArea"  0.000000 ##
   20.      "MSZoning"  0.000000 ##
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   60.    "MSSubClass" -0.002155 ##
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   66.        "YrSold" -0.004310 ##
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    1.        "YrSold"  0.474249 ################
    2.   "Exterior1st"  0.465665 ###############
    3.     "YearBuilt"  0.465665 ###############
    4.     "GrLivArea"  0.450644 ###############
    5.  "TotRmsAbvGrd"  0.034335 ###
    6.    "GarageQual"  0.025751 ##
    7.   "Exterior2nd"  0.021459 ##
    8.   "TotalBsmtSF"  0.021459 ##
    9.  "YearRemodAdd"  0.017167 ##
   10.    "MSSubClass"  0.015021 ##
   11.    "Electrical"  0.015021 ##
   12.   "OpenPorchSF"  0.015021 ##
   13.      "FullBath"  0.012876 ##
   14.    "Foundation"  0.012876 ##
   15.      "MSZoning"  0.012876 ##
   16.     "HeatingQC"  0.010730 ##
   17.  "GarageFinish"  0.008584 ##
   18.    "HouseStyle"  0.006438 ##
   19.         "Fence"  0.006438 ##
   20.   "KitchenQual"  0.004292 ##
   21.     "BsmtUnfSF"  0.004292 ##
   22.  "BsmtFullBath"  0.004292 ##
   23.    "MasVnrType"  0.002146 ##
   24.            "Id"  0.002146 ##
   25.      "BsmtCond"  0.002146 ##
   26. "EnclosedPorch"  0.002146 ##
   27.  "BedroomAbvGr"  0.002146 ##
   28.    "MasVnrArea"  0.002146 ##
   29.    "CentralAir"  0.002146 ##
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   31.      "BldgType"  0.000000 ##
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   34.     "RoofStyle"  0.000000 ##
   35.      "RoofMatl"  0.000000 ##
   36.     "ExterQual"  0.000000 ##
   37.     "ExterCond"  0.000000 ##
   38.  "BsmtFinType2"  0.000000 ##
   39.    "BsmtFinSF2"  0.000000 ##
   40.       "Heating"  0.000000 ##
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   42.  "LowQualFinSF"  0.000000 ##
   43.  "BsmtHalfBath"  0.000000 ##
   44.  "KitchenAbvGr"  0.000000 ##
   45.    "Functional"  0.000000 ##
   46.     "3SsnPorch"  0.000000 ##
   47.        "Street"  0.000000 ##
   48.    "GarageCars"  0.000000 ##
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   52.     "LandSlope"  0.000000 ##
   53. "SaleCondition"  0.000000 ##
   54.   "ScreenPorch"  0.000000 ##
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    1.            "Id"  0.012876 ################
    2.     "GrLivArea"  0.008584 ##########
    3.        "YrSold"  0.008584 ##########
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    5.   "LotFrontage"  0.004292 #####
    6.  "TotRmsAbvGrd"  0.004292 #####
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    8.      "BsmtQual"  0.004292 #####
    9.  "Neighborhood"  0.004292 #####
   10.     "YearBuilt"  0.004292 #####
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   12.    "MSSubClass"  0.000000 
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    1.    "BsmtFinSF1"  0.002625 ################
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   77.     "YearBuilt" -0.001567 #####
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   79.        "MoSold" -0.002591 ##
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    1.  "TotRmsAbvGrd"  0.006338 ################
    2.    "Foundation"  0.006338 ################
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   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.     "BsmtUnfSF"  0.003241 ################
    2.        "YrSold"  0.002942 ###############
    3.    "MSSubClass"  0.002637 ##############
    4.   "OverallQual"  0.001703 ###########
    5.        "MoSold"  0.001470 ###########
    6.   "GarageYrBlt"  0.001301 ##########
    7.            "Id"  0.001235 ##########
    8.  "YearRemodAdd"  0.001202 ##########
    9.       "LotArea"  0.001140 ##########
   10.  "Neighborhood"  0.001079 #########
   11.  "BsmtFinType1"  0.000984 #########
   12.   "TotalBsmtSF"  0.000959 #########
   13.     "HeatingQC"  0.000709 ########
   14.    "GarageType"  0.000701 ########
   15.   "Exterior2nd"  0.000467 ########
   16.     "GrLivArea"  0.000391 #######
   17.    "HouseStyle"  0.000321 #######
   18.     "ExterQual"  0.000290 #######
   19.     "RoofStyle"  0.000273 #######
   20.    "GarageQual"  0.000247 #######
   21.  "BsmtFullBath"  0.000213 #######
   22.      "FullBath"  0.000165 #######
   23.      "HalfBath"  0.000132 #######
   24.  "BsmtFinType2"  0.000094 #######
   25.   "OpenPorchSF"  0.000079 #######
   26.      "MSZoning"  0.000054 #######
   27.      "BsmtQual"  0.000054 #######
   28.    "MasVnrArea"  0.000044 ######
   29.   "FireplaceQu"  0.000041 ######
   30.    "Condition1"  0.000030 ######
   31.      "BldgType"  0.000009 ######
   32.  "BsmtExposure"  0.000009 ######
   33.    "Fireplaces"  0.000005 ######
   34.         "Fence"  0.000000 ######
   35.        "Street"  0.000000 ######
   36.         "Alley"  0.000000 ######
   37.   "MiscFeature"  0.000000 ######
   38.   "LandContour"  0.000000 ######
   39.     "Utilities"  0.000000 ######
   40.     "LandSlope"  0.000000 ######
   41.    "Condition2"  0.000000 ######
   42.       "MiscVal"  0.000000 ######
   43.     "ExterCond"  0.000000 ######
   44.      "RoofMatl"  0.000000 ######
   45.    "CentralAir"  0.000000 ######
   46.    "Electrical"  0.000000 ######
   47.      "2ndFlrSF"  0.000000 ######
   48.  "LowQualFinSF"  0.000000 ######
   49.       "Heating"  0.000000 ######
   50.    "BsmtFinSF2"  0.000000 ######
   51.  "BsmtHalfBath"  0.000000 ######
   52.        "PoolQC"  0.000000 ######
   53.  "KitchenAbvGr"  0.000000 ######
   54.    "Functional"  0.000000 ######
   55.      "BsmtCond"  0.000000 ######
   56.    "GarageCond"  0.000000 ######
   57.    "PavedDrive"  0.000000 ######
   58. "EnclosedPorch"  0.000000 ######
   59.     "3SsnPorch"  0.000000 ######
   60.   "ScreenPorch"  0.000000 ######
   61.      "PoolArea"  0.000000 ######
   62.    "Foundation" -0.000006 ######
   63.    "BsmtFinSF1" -0.000015 ######
   64.     "LotConfig" -0.000016 ######
   65.      "SaleType" -0.000040 ######
   66. "SaleCondition" -0.000040 ######
   67.   "OverallCond" -0.000055 ######
   68.    "MasVnrType" -0.000062 ######
   69.  "BedroomAbvGr" -0.000071 ######
   70.      "LotShape" -0.000143 ######
   71.   "Exterior1st" -0.000172 ######
   72.    "WoodDeckSF" -0.000246 ######
   73.   "KitchenQual" -0.000431 #####
   74.     "YearBuilt" -0.000730 ####
   75.    "GarageArea" -0.000952 ####
   76.   "LotFrontage" -0.001036 ###
   77.  "TotRmsAbvGrd" -0.001336 ###
   78.    "GarageCars" -0.001404 ##
   79.      "1stFlrSF" -0.002042 #
   80.  "GarageFinish" -0.002432 
    1.   "LotFrontage"  0.043981 ################
    2.    "HouseStyle"  0.039773 ###############
    3.     "YearBuilt"  0.036184 ###############
    4.    "MSSubClass"  0.026786 ###############
    5.  "Neighborhood"  0.026786 ###############
    6.     "HeatingQC"  0.020833 ###############
    7.   "Exterior2nd"  0.017045 ###############
    8.            "Id"  0.012500 ###############
    9.       "LotArea"  0.012500 ###############
   10.      "FullBath"  0.012500 ###############
   11.    "GarageQual"  0.006944 ###############
   12.      "BsmtQual"  0.006944 ###############
   13.      "1stFlrSF"  0.006944 ###############
   14.     "GrLivArea"  0.006944 ###############
   15.   "KitchenQual"  0.006944 ###############
   16.   "FireplaceQu"  0.006944 ###############
   17.  "YearRemodAdd"  0.006944 ###############
   18.     "BsmtUnfSF"  0.006944 ###############
   19.      "MSZoning"  0.000000 ###############
   20.        "Street"  0.000000 ###############
   21.         "Alley"  0.000000 ###############
   22.      "LotShape"  0.000000 ###############
   23.   "LandContour"  0.000000 ###############
   24.     "Utilities"  0.000000 ###############
   25.     "LandSlope"  0.000000 ###############
   26.    "Condition1"  0.000000 ###############
   27.    "Condition2"  0.000000 ###############
   28.       "MiscVal"  0.000000 ###############
   29.   "OverallQual"  0.000000 ###############
   30.   "OverallCond"  0.000000 ###############
   31.     "LotConfig"  0.000000 ###############
   32.     "RoofStyle"  0.000000 ###############
   33.      "RoofMatl"  0.000000 ###############
   34.        "MoSold"  0.000000 ###############
   35.    "MasVnrType"  0.000000 ###############
   36.    "MasVnrArea"  0.000000 ###############
   37.        "YrSold"  0.000000 ###############
   38.     "ExterCond"  0.000000 ###############
   39.      "SaleType"  0.000000 ###############
   40.      "BsmtCond"  0.000000 ###############
   41.  "BsmtExposure"  0.000000 ###############
   42.  "BsmtFinType1"  0.000000 ###############
   43.       "Heating"  0.000000 ###############
   44.  "BsmtFinType2"  0.000000 ###############
   45.    "BsmtFinSF2"  0.000000 ###############
   46. "SaleCondition"  0.000000 ###############
   47.    "Electrical"  0.000000 ###############
   48.  "BsmtFullBath"  0.000000 ###############
   49.  "BsmtHalfBath"  0.000000 ###############
   50.    "Fireplaces"  0.000000 ###############
   51.      "HalfBath"  0.000000 ###############
   52.  "BedroomAbvGr"  0.000000 ###############
   53.  "KitchenAbvGr"  0.000000 ###############
   54.    "CentralAir"  0.000000 ###############
   55.  "TotRmsAbvGrd"  0.000000 ###############
   56.    "Functional"  0.000000 ###############
   57.      "2ndFlrSF"  0.000000 ###############
   58.    "GarageType"  0.000000 ###############
   59.   "GarageYrBlt"  0.000000 ###############
   60.  "LowQualFinSF"  0.000000 ###############
   61.    "GarageCond"  0.000000 ###############
   62.    "PavedDrive"  0.000000 ###############
   63.    "WoodDeckSF"  0.000000 ###############
   64.   "OpenPorchSF"  0.000000 ###############
   65. "EnclosedPorch"  0.000000 ###############
   66.     "3SsnPorch"  0.000000 ###############
   67.   "ScreenPorch"  0.000000 ###############
   68.      "PoolArea"  0.000000 ###############
   69.        "PoolQC"  0.000000 ###############
   70.         "Fence"  0.000000 ###############
   71.   "MiscFeature"  0.000000 ###############
   72.      "BldgType" -0.008929 ###############
   73.     "ExterQual" -0.008929 ###############
   74.    "Foundation" -0.008929 ###############
   75.    "GarageArea" -0.008929 ###############
   76.    "BsmtFinSF1" -0.020833 ##############
   77.   "Exterior1st" -0.062500 ##############
   78.  "GarageFinish" -0.062500 ##############
   79.    "GarageCars" -0.062500 ##############
   80.   "TotalBsmtSF" -0.937500 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.     "BsmtUnfSF"  0.003746 ################
    2.    "HouseStyle"  0.003746 ################
    3.      "BsmtQual"  0.001295 ############
    4.     "YearBuilt"  0.001253 ############
    5.   "KitchenQual"  0.001075 ############
    6.  "YearRemodAdd"  0.000728 ###########
    7.   "LotFrontage"  0.000728 ###########
    8.       "LotArea"  0.000728 ###########
    9.    "GarageCars"  0.000728 ###########
   10.      "FullBath"  0.000674 ###########
   11.   "OverallCond"  0.000674 ###########
   12.   "Exterior1st"  0.000674 ###########
   13.    "MSSubClass"  0.000563 ###########
   14.   "GarageYrBlt"  0.000506 ###########
   15.  "BsmtFinType1"  0.000448 ###########
   16.  "GarageFinish"  0.000388 ###########
   17.     "HeatingQC"  0.000388 ###########
   18.    "Fireplaces"  0.000388 ###########
   19.        "MoSold"  0.000388 ###########
   20.     "ExterQual"  0.000388 ###########
   21.    "GarageArea"  0.000327 ###########
   22.    "BsmtFinSF1"  0.000327 ###########
   23.   "OpenPorchSF"  0.000327 ###########
   24.   "Exterior2nd"  0.000327 ###########
   25.      "LotShape"  0.000264 ###########
   26.   "OverallQual"  0.000264 ###########
   27.    "MasVnrType"  0.000264 ###########
   28.    "MasVnrArea"  0.000264 ###########
   29.     "LotConfig"  0.000201 ###########
   30.    "Foundation"  0.000201 ###########
   31.    "GarageQual"  0.000135 ###########
   32.         "Fence"  0.000135 ###########
   33.    "WoodDeckSF"  0.000135 ###########
   34.      "2ndFlrSF"  0.000135 ###########
   35.      "HalfBath"  0.000135 ###########
   36.            "Id"  0.000135 ###########
   37. "EnclosedPorch"  0.000068 ##########
   38.   "LandContour"  0.000068 ##########
   39.     "GrLivArea"  0.000068 ##########
   40.    "PavedDrive"  0.000068 ##########
   41.  "BsmtExposure"  0.000068 ##########
   42.     "RoofStyle"  0.000068 ##########
   43.         "Alley"  0.000000 ##########
   44.     "Utilities"  0.000000 ##########
   45.     "LandSlope"  0.000000 ##########
   46.    "Functional"  0.000000 ##########
   47.    "Condition1"  0.000000 ##########
   48.    "Condition2"  0.000000 ##########
   49.      "BldgType"  0.000000 ##########
   50.    "CentralAir"  0.000000 ##########
   51.  "LowQualFinSF"  0.000000 ##########
   52.  "BsmtFullBath"  0.000000 ##########
   53.  "BsmtHalfBath"  0.000000 ##########
   54.       "Heating"  0.000000 ##########
   55.  "KitchenAbvGr"  0.000000 ##########
   56.      "RoofMatl"  0.000000 ##########
   57.    "BsmtFinSF2"  0.000000 ##########
   58.  "BsmtFinType2"  0.000000 ##########
   59.      "BsmtCond"  0.000000 ##########
   60.     "ExterCond"  0.000000 ##########
   61.    "GarageCond"  0.000000 ##########
   62.     "3SsnPorch"  0.000000 ##########
   63.   "ScreenPorch"  0.000000 ##########
   64.      "PoolArea"  0.000000 ##########
   65.        "PoolQC"  0.000000 ##########
   66.   "MiscFeature"  0.000000 ##########
   67.       "MiscVal"  0.000000 ##########
   68.        "Street"  0.000000 ##########
   69.      "SaleType"  0.000000 ##########
   70. "SaleCondition"  0.000000 ##########
   71.    "Electrical" -0.000070 ##########
   72.        "YrSold" -0.000070 ##########
   73.  "Neighborhood" -0.000070 ##########
   74.  "BedroomAbvGr" -0.000142 ##########
   75.  "TotRmsAbvGrd" -0.000215 ##########
   76.      "MSZoning" -0.000611 ##########
   77.    "GarageType" -0.000611 ##########
   78.   "FireplaceQu" -0.000697 #########
   79.   "TotalBsmtSF" -0.000874 #########
   80.      "1stFlrSF" -0.008007 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.    "GarageArea"  0.015866 ################
    2.     "YearBuilt"  0.011645 ##############
    3.   "OverallQual"  0.011049 #############
    4.  "Neighborhood"  0.010777 #############
    5.     "BsmtUnfSF"  0.010317 #############
    6.  "YearRemodAdd"  0.008012 ############
    7.   "Exterior2nd"  0.006868 ###########
    8.            "Id"  0.006212 ###########
    9.        "YrSold"  0.006026 ###########
   10.      "MSZoning"  0.004817 ##########
   11.    "MasVnrArea"  0.002177 #########
   12.    "Condition1"  0.002157 #########
   13.   "Exterior1st"  0.001908 #########
   14.     "RoofStyle"  0.001858 #########
   15.    "WoodDeckSF"  0.001581 #########
   16.  "BsmtExposure"  0.001408 #########
   17.    "MasVnrType"  0.001401 #########
   18.  "BsmtFullBath"  0.001076 #########
   19.   "LotFrontage"  0.000581 ########
   20.      "1stFlrSF"  0.000421 ########
   21.   "GarageYrBlt"  0.000421 ########
   22.    "Foundation"  0.000309 ########
   23.    "Fireplaces"  0.000176 ########
   24.         "Fence"  0.000067 ########
   25.       "MiscVal"  0.000000 ########
   26.      "SaleType"  0.000000 ########
   27.        "Street"  0.000000 ########
   28.         "Alley"  0.000000 ########
   29. "SaleCondition"  0.000000 ########
   30.   "LandContour"  0.000000 ########
   31.     "Utilities"  0.000000 ########
   32.     "LandSlope"  0.000000 ########
   33.    "Condition2"  0.000000 ########
   34.     "LotConfig"  0.000000 ########
   35.      "RoofMatl"  0.000000 ########
   36.     "ExterCond"  0.000000 ########
   37.      "BsmtCond"  0.000000 ########
   38.  "BsmtFinType2"  0.000000 ########
   39.    "BsmtFinSF2"  0.000000 ########
   40.       "Heating"  0.000000 ########
   41.     "3SsnPorch"  0.000000 ########
   42.    "CentralAir"  0.000000 ########
   43.    "Electrical"  0.000000 ########
   44.  "LowQualFinSF"  0.000000 ########
   45.  "BsmtHalfBath"  0.000000 ########
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   47.    "Functional"  0.000000 ########
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   49.      "PoolArea"  0.000000 ########
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   52.      "LotShape" -0.000028 ########
   53.      "2ndFlrSF" -0.000029 ########
   54.    "PavedDrive" -0.000072 ########
   55.   "OverallCond" -0.000101 ########
   56.      "HalfBath" -0.000106 ########
   57.        "MoSold" -0.000342 ########
   58.      "BldgType" -0.000378 ########
   59.     "ExterQual" -0.000575 ########
   60.   "TotalBsmtSF" -0.000664 ########
   61.    "GarageCond" -0.000697 ########
   62.   "OpenPorchSF" -0.000992 ########
   63.  "BedroomAbvGr" -0.001410 #######
   64.  "GarageFinish" -0.001476 #######
   65. "EnclosedPorch" -0.001820 #######
   66.    "BsmtFinSF1" -0.002011 #######
   67.      "FullBath" -0.002262 #######
   68.   "KitchenQual" -0.002598 #######
   69.    "HouseStyle" -0.002751 #######
   70.    "GarageCars" -0.002769 #######
   71.  "TotRmsAbvGrd" -0.002984 #######
   72.   "FireplaceQu" -0.003497 ######
   73.       "LotArea" -0.003684 ######
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   75.      "BsmtQual" -0.005925 #####
   76.    "GarageQual" -0.008022 ####
   77.    "GarageType" -0.008489 ####
   78.    "MSSubClass" -0.009026 ####
   79.     "GrLivArea" -0.012524 ##
   80.     "HeatingQC" -0.018093 
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    1.     "GrLivArea"  0.002638 ################
    2.     "YearBuilt"  0.002415 ###############
    3.    "Fireplaces"  0.001624 #############
    4.  "YearRemodAdd"  0.000982 ############
    5.   "Exterior1st"  0.000939 ############
    6.    "MSSubClass"  0.000735 ############
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    8.      "FullBath"  0.000551 ###########
    9.        "YrSold"  0.000538 ###########
   10.  "BsmtFullBath"  0.000346 ###########
   11.   "OverallQual"  0.000319 ###########
   12.      "2ndFlrSF"  0.000275 ###########
   13.       "LotArea"  0.000253 ###########
   14.      "1stFlrSF"  0.000238 ###########
   15.        "MoSold"  0.000155 ##########
   16.    "MasVnrType"  0.000139 ##########
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    1.            "Id"  0.008950 ################
    2.    "GarageCars"  0.008514 ###############
    3.  "YearRemodAdd"  0.007823 ###############
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    5.  "TotRmsAbvGrd"  0.004406 ############
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   56.        "YrSold" -0.000337 #########
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   73.        "MoSold" -0.002275 #######
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   78.    "GarageType" -0.003055 #######
   79.   "GarageYrBlt" -0.004619 #####
   80.     "HeatingQC" -0.012663 
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   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.  "YearRemodAdd"  0.002450 ################
    2.       "LotArea"  0.002450 ################
    3.        "MoSold"  0.002450 ################
    4.   "FireplaceQu"  0.002450 ################
    5.   "GarageYrBlt"  0.000587 ###########
    6.    "GarageArea"  0.000587 ###########
    7.      "FullBath"  0.000555 ###########
    8.  "Neighborhood"  0.000555 ###########
    9.     "HeatingQC"  0.000489 ###########
   10.      "1stFlrSF"  0.000420 ##########
   11.      "BsmtQual"  0.000314 ##########
   12.   "OverallQual"  0.000314 ##########
   13.   "Exterior2nd"  0.000277 ##########
   14.      "2ndFlrSF"  0.000277 ##########
   15.   "OverallCond"  0.000277 ##########
   16.   "KitchenQual"  0.000277 ##########
   17.     "YearBuilt"  0.000239 ##########
   18.    "Fireplaces"  0.000239 ##########
   19.    "MasVnrArea"  0.000201 ##########
   20.      "LotShape"  0.000201 ##########
   21.     "BsmtUnfSF"  0.000201 ##########
   22.   "OpenPorchSF"  0.000201 ##########
   23.   "LotFrontage"  0.000162 ##########
   24.    "Foundation"  0.000162 ##########
   25.  "BsmtExposure"  0.000162 ##########
   26.    "MSSubClass"  0.000123 ##########
   27.    "HouseStyle"  0.000123 ##########
   28.         "Fence"  0.000123 ##########
   29.  "GarageFinish"  0.000083 ##########
   30.    "MasVnrType"  0.000083 ##########
   31.      "BldgType"  0.000042 #########
   32.      "HalfBath"  0.000042 #########
   33.   "LandContour"  0.000042 #########
   34.    "PavedDrive"  0.000042 #########
   35.    "WoodDeckSF"  0.000042 #########
   36.    "CentralAir"  0.000042 #########
   37.      "MSZoning"  0.000042 #########
   38.    "BsmtFinSF1"  0.000042 #########
   39.    "BsmtFinSF2"  0.000000 #########
   40.       "Heating"  0.000000 #########
   41.     "LotConfig"  0.000000 #########
   42.  "LowQualFinSF"  0.000000 #########
   43.  "BsmtFullBath"  0.000000 #########
   44.  "BsmtHalfBath"  0.000000 #########
   45.  "KitchenAbvGr"  0.000000 #########
   46.  "TotRmsAbvGrd"  0.000000 #########
   47.    "Functional"  0.000000 #########
   48.        "Street"  0.000000 #########
   49.         "Alley"  0.000000 #########
   50.     "Utilities"  0.000000 #########
   51.     "LandSlope"  0.000000 #########
   52.    "Condition1"  0.000000 #########
   53.    "GarageQual"  0.000000 #########
   54.    "GarageCond"  0.000000 #########
   55.    "Condition2"  0.000000 #########
   56.     "RoofStyle"  0.000000 #########
   57.      "RoofMatl"  0.000000 #########
   58.     "3SsnPorch"  0.000000 #########
   59.   "ScreenPorch"  0.000000 #########
   60.      "PoolArea"  0.000000 #########
   61.        "PoolQC"  0.000000 #########
   62.     "ExterCond"  0.000000 #########
   63.   "MiscFeature"  0.000000 #########
   64.       "MiscVal"  0.000000 #########
   65.      "BsmtCond"  0.000000 #########
   66.      "SaleType"  0.000000 #########
   67.    "Electrical" -0.000042 #########
   68.  "BsmtFinType2" -0.000042 #########
   69. "SaleCondition" -0.000042 #########
   70. "EnclosedPorch" -0.000086 #########
   71.    "GarageCars" -0.000175 #########
   72.  "BedroomAbvGr" -0.000175 #########
   73.        "YrSold" -0.000221 #########
   74.            "Id" -0.000315 #########
   75.     "ExterQual" -0.000363 ########
   76.  "BsmtFinType1" -0.000363 ########
   77.    "GarageType" -0.000463 ########
   78.     "GrLivArea" -0.002876 ##
   79.   "Exterior1st" -0.003349 #
   80.   "TotalBsmtSF" -0.003887 
    1.            "Id"  0.000000 ################
    2.    "MSSubClass"  0.000000 ################
    3.      "MSZoning"  0.000000 ################
    4.   "LotFrontage"  0.000000 ################
    5.       "LotArea"  0.000000 ################
    6.        "Street"  0.000000 ################
    7.         "Alley"  0.000000 ################
    8.      "LotShape"  0.000000 ################
    9.   "LandContour"  0.000000 ################
   10.     "Utilities"  0.000000 ################
   11.     "LotConfig"  0.000000 ################
   12.     "LandSlope"  0.000000 ################
   13.  "Neighborhood"  0.000000 ################
   14.    "Condition1"  0.000000 ################
   15.    "Condition2"  0.000000 ################
   16.      "BldgType"  0.000000 ################
   17.    "HouseStyle"  0.000000 ################
   18.   "OverallQual"  0.000000 ################
   19.   "OverallCond"  0.000000 ################
   20.     "YearBuilt"  0.000000 ################
   21.  "YearRemodAdd"  0.000000 ################
   22.     "RoofStyle"  0.000000 ################
   23.      "RoofMatl"  0.000000 ################
   24. "SaleCondition"  0.000000 ################
   25.   "Exterior2nd"  0.000000 ################
   26.    "MasVnrType"  0.000000 ################
   27.    "MasVnrArea"  0.000000 ################
   28.     "ExterQual"  0.000000 ################
   29.     "ExterCond"  0.000000 ################
   30.    "Foundation"  0.000000 ################
   31.      "BsmtQual"  0.000000 ################
   32.      "BsmtCond"  0.000000 ################
   33.  "BsmtExposure"  0.000000 ################
   34.  "BsmtFinType1"  0.000000 ################
   35.    "BsmtFinSF1"  0.000000 ################
   36.  "BsmtFinType2"  0.000000 ################
   37.    "BsmtFinSF2"  0.000000 ################
   38.     "BsmtUnfSF"  0.000000 ################
   39.   "TotalBsmtSF"  0.000000 ################
   40.       "Heating"  0.000000 ################
   41.     "HeatingQC"  0.000000 ################
   42.    "CentralAir"  0.000000 ################
   43.    "Electrical"  0.000000 ################
   44.      "1stFlrSF"  0.000000 ################
   45.      "2ndFlrSF"  0.000000 ################
   46.  "LowQualFinSF"  0.000000 ################
   47.     "GrLivArea"  0.000000 ################
   48.  "BsmtFullBath"  0.000000 ################
   49.  "BsmtHalfBath"  0.000000 ################
   50.      "FullBath"  0.000000 ################
   51.      "HalfBath"  0.000000 ################
   52.  "BedroomAbvGr"  0.000000 ################
   53.  "KitchenAbvGr"  0.000000 ################
   54.   "KitchenQual"  0.000000 ################
   55.  "TotRmsAbvGrd"  0.000000 ################
   56.    "Functional"  0.000000 ################
   57.    "Fireplaces"  0.000000 ################
   58.   "FireplaceQu"  0.000000 ################
   59.    "GarageType"  0.000000 ################
   60.   "GarageYrBlt"  0.000000 ################
   61.  "GarageFinish"  0.000000 ################
   62.    "GarageCars"  0.000000 ################
   63.    "GarageArea"  0.000000 ################
   64.    "GarageQual"  0.000000 ################
   65.    "GarageCond"  0.000000 ################
   66.    "PavedDrive"  0.000000 ################
   67.    "WoodDeckSF"  0.000000 ################
   68.   "OpenPorchSF"  0.000000 ################
   69. "EnclosedPorch"  0.000000 ################
   70.     "3SsnPorch"  0.000000 ################
   71.   "ScreenPorch"  0.000000 ################
   72.      "PoolArea"  0.000000 ################
   73.        "PoolQC"  0.000000 ################
   74.         "Fence"  0.000000 ################
   75.   "MiscFeature"  0.000000 ################
   76.       "MiscVal"  0.000000 ################
   77.        "MoSold"  0.000000 ################
   78.        "YrSold"  0.000000 ################
   79.      "SaleType"  0.000000 ################
   80.   "Exterior1st" -0.013992 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "Exterior1st"  0.002411 ################
    2.    "GarageType"  0.002198 ###############
    3.     "GrLivArea"  0.002001 ##############
    4.   "OverallCond"  0.001994 ##############
    5.     "YearBuilt"  0.000926 ############
    6.   "OverallQual"  0.000817 ############
    7.   "FireplaceQu"  0.000726 ###########
    8.   "KitchenQual"  0.000661 ###########
    9.  "GarageFinish"  0.000570 ###########
   10.    "Fireplaces"  0.000542 ###########
   11.      "1stFlrSF"  0.000521 ###########
   12.    "HouseStyle"  0.000521 ###########
   13.    "MasVnrArea"  0.000397 ###########
   14.     "ExterQual"  0.000397 ###########
   15.      "HalfBath"  0.000350 ##########
   16.       "LotArea"  0.000333 ##########
   17.      "2ndFlrSF"  0.000333 ##########
   18.  "TotRmsAbvGrd"  0.000333 ##########
   19.    "Electrical"  0.000315 ##########
   20.  "BsmtExposure"  0.000269 ##########
   21.  "BedroomAbvGr"  0.000203 ##########
   22.      "FullBath"  0.000203 ##########
   23.    "WoodDeckSF"  0.000203 ##########
   24.         "Fence"  0.000203 ##########
   25.  "BsmtFullBath"  0.000137 ##########
   26.      "LotShape"  0.000069 ##########
   27.      "BldgType"  0.000069 ##########
   28.      "SaleType"  0.000069 ##########
   29.            "Id"  0.000063 ##########
   30.     "HeatingQC"  0.000000 ##########
   31.     "LandSlope"  0.000000 ##########
   32.    "Condition1"  0.000000 ##########
   33.    "Condition2"  0.000000 ##########
   34.     "RoofStyle"  0.000000 ##########
   35.      "RoofMatl"  0.000000 ##########
   36.    "MasVnrType"  0.000000 ##########
   37.     "ExterCond"  0.000000 ##########
   38.      "BsmtCond"  0.000000 ##########
   39.  "BsmtFinType2"  0.000000 ##########
   40.       "Heating"  0.000000 ##########
   41. "SaleCondition"  0.000000 ##########
   42.    "CentralAir"  0.000000 ##########
   43.  "LowQualFinSF"  0.000000 ##########
   44.  "BsmtHalfBath"  0.000000 ##########
   45.  "KitchenAbvGr"  0.000000 ##########
   46.    "Functional"  0.000000 ##########
   47.   "LotFrontage"  0.000000 ##########
   48.     "3SsnPorch"  0.000000 ##########
   49.        "Street"  0.000000 ##########
   50.    "GarageQual"  0.000000 ##########
   51.         "Alley"  0.000000 ##########
   52. "EnclosedPorch"  0.000000 ##########
   53.   "ScreenPorch"  0.000000 ##########
   54.      "PoolArea"  0.000000 ##########
   55.        "PoolQC"  0.000000 ##########
   56.   "LandContour"  0.000000 ##########
   57.   "MiscFeature"  0.000000 ##########
   58.       "MiscVal"  0.000000 ##########
   59.     "Utilities"  0.000000 ##########
   60.    "GarageCond" -0.000070 #########
   61.    "PavedDrive" -0.000070 #########
   62.     "LotConfig" -0.000070 #########
   63.    "BsmtFinSF2" -0.000070 #########
   64.   "GarageYrBlt" -0.000070 #########
   65.   "OpenPorchSF" -0.000141 #########
   66.        "YrSold" -0.000141 #########
   67.      "BsmtQual" -0.000203 #########
   68.     "BsmtUnfSF" -0.000214 #########
   69.    "GarageCars" -0.000619 ########
   70.    "MSSubClass" -0.000735 ########
   71.        "MoSold" -0.000735 ########
   72.   "Exterior2nd" -0.001292 ######
   73.    "Foundation" -0.001370 ######
   74.    "GarageArea" -0.001640 ######
   75.      "MSZoning" -0.001701 #####
   76.   "TotalBsmtSF" -0.001763 #####
   77.    "BsmtFinSF1" -0.002129 ####
   78.  "YearRemodAdd" -0.002589 ###
   79.  "Neighborhood" -0.003731 
   80.  "BsmtFinType1" -0.004124 
    1.      "MSZoning"  0.011669 ################
    2.       "LotArea"  0.011272 ###############
    3.  "TotRmsAbvGrd"  0.007649 #############
    4.     "HeatingQC"  0.007407 #############
    5.   "TotalBsmtSF"  0.007407 #############
    6.      "BsmtQual"  0.006614 #############
    7.   "OverallQual"  0.006614 #############
    8.    "WoodDeckSF"  0.004233 ############
    9.            "Id"  0.003813 ############
   10.  "BsmtFinType1"  0.003367 ###########
   11.  "Neighborhood"  0.003367 ###########
   12.    "Foundation"  0.003367 ###########
   13.  "BedroomAbvGr"  0.003367 ###########
   14.        "YrSold"  0.002894 ###########
   15.    "GarageType"  0.001852 ###########
   16.      "2ndFlrSF"  0.001852 ###########
   17.    "HouseStyle"  0.001852 ###########
   18.        "MoSold"  0.001277 ##########
   19.  "BsmtFullBath"  0.000661 ##########
   20.      "LotShape"  0.000661 ##########
   21.    "Electrical"  0.000661 ##########
   22.     "ExterQual"  0.000661 ##########
   23.      "1stFlrSF"  0.000661 ##########
   24.      "BldgType"  0.000661 ##########
   25.   "KitchenQual"  0.000661 ##########
   26.    "CentralAir"  0.000661 ##########
   27.    "PavedDrive"  0.000661 ##########
   28.     "Utilities"  0.000000 ##########
   29.     "LandSlope"  0.000000 ##########
   30.    "Condition1"  0.000000 ##########
   31.    "Condition2"  0.000000 ##########
   32.     "RoofStyle"  0.000000 ##########
   33.      "RoofMatl"  0.000000 ##########
   34.    "MasVnrType"  0.000000 ##########
   35.    "MasVnrArea"  0.000000 ##########
   36.      "BsmtCond"  0.000000 ##########
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   39.    "BsmtFinSF2"  0.000000 ##########
   40.       "Heating"  0.000000 ##########
   41. "SaleCondition"  0.000000 ##########
   42.  "LowQualFinSF"  0.000000 ##########
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   45.  "KitchenAbvGr"  0.000000 ##########
   46.    "Functional"  0.000000 ##########
   47.    "Fireplaces"  0.000000 ##########
   48.     "3SsnPorch"  0.000000 ##########
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   50.    "GarageQual"  0.000000 ##########
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   53.   "ScreenPorch"  0.000000 ##########
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   57.       "MiscVal"  0.000000 ##########
   58.         "Alley"  0.000000 ##########
   59.   "LandContour"  0.000000 ##########
   60.      "SaleType"  0.000000 ##########
   61.      "FullBath" -0.000712 #########
   62.    "GarageCond" -0.000712 #########
   63.   "OpenPorchSF" -0.000712 #########
   64.   "OverallCond" -0.000712 #########
   65.         "Fence" -0.000712 #########
   66.   "FireplaceQu" -0.000712 #########
   67.   "LotFrontage" -0.000712 #########
   68.     "ExterCond" -0.001481 #########
   69.     "YearBuilt" -0.001481 #########
   70.     "GrLivArea" -0.001481 #########
   71.   "Exterior2nd" -0.002315 ########
   72.    "GarageCars" -0.003221 ########
   73.    "GarageArea" -0.003221 ########
   74. "EnclosedPorch" -0.003221 ########
   75.     "LotConfig" -0.003221 ########
   76.   "Exterior1st" -0.006481 ######
   77.   "GarageYrBlt" -0.006481 ######
   78.  "YearRemodAdd" -0.014815 ##
   79.     "BsmtUnfSF" -0.017196 #
   80.    "BsmtFinSF1" -0.019943 
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   24.   "Exterior1st"  0.000000 
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   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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    1.     "BsmtUnfSF"  0.002409 ################
    2.     "YearBuilt"  0.002409 ################
    3. "EnclosedPorch"  0.002409 ################
    4.   "KitchenQual"  0.000272 ###########
    5.   "OverallQual"  0.000272 ###########
    6.      "1stFlrSF"  0.000235 ###########
    7.  "TotRmsAbvGrd"  0.000159 ###########
    8.  "BsmtFullBath"  0.000121 ##########
    9.    "MasVnrArea"  0.000121 ##########
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   11.     "ExterQual"  0.000081 ##########
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   14.      "BldgType"  0.000041 ##########
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   28.         "Alley"  0.000000 ##########
   29.     "ExterCond"  0.000000 ##########
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   32.      "BsmtCond"  0.000000 ##########
   33.       "Heating"  0.000000 ##########
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   36.  "BsmtFinType2"  0.000000 ##########
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   38.    "Functional"  0.000000 ##########
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   42.     "Utilities"  0.000000 ##########
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   44.    "PavedDrive"  0.000000 ##########
   45. "SaleCondition"  0.000000 ##########
   46.   "OpenPorchSF"  0.000000 ##########
   47.     "LandSlope"  0.000000 ##########
   48.    "GarageCars"  0.000000 ##########
   49.      "PoolArea"  0.000000 ##########
   50.        "PoolQC"  0.000000 ##########
   51.         "Fence"  0.000000 ##########
   52.   "MiscFeature"  0.000000 ##########
   53.       "MiscVal"  0.000000 ##########
   54.   "ScreenPorch"  0.000000 ##########
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   56.     "HeatingQC" -0.000042 ##########
   57.    "Electrical" -0.000042 ##########
   58.      "MSZoning" -0.000042 ##########
   59.    "MasVnrType" -0.000042 ##########
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   64.   "GarageYrBlt" -0.000309 ##########
   65.   "LotFrontage" -0.000357 #########
   66.    "Fireplaces" -0.000357 #########
   67.    "GarageQual" -0.000405 #########
   68.      "FullBath" -0.000405 #########
   69.            "Id" -0.000405 #########
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   71.    "MSSubClass" -0.000557 #########
   72.        "YrSold" -0.000557 #########
   73.        "MoSold" -0.000609 #########
   74.   "FireplaceQu" -0.000889 ########
   75.    "Foundation" -0.001337 #######
   76.  "YearRemodAdd" -0.002211 #####
   77.  "BsmtFinType1" -0.002211 #####
   78.      "HalfBath" -0.003267 ###
   79.  "Neighborhood" -0.003391 ###
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    1.  "Neighborhood"  0.005486 ################
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   40.       "Heating"  0.000000 
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   45.      "2ndFlrSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
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   40.       "Heating"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
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   62.    "GarageCars"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
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    1.   "FireplaceQu"  0.005875 ################
    2.   "Exterior1st"  0.005667 ###############
    3.   "Exterior2nd"  0.005630 ###############
    4.      "1stFlrSF"  0.005067 ###############
    5.     "GrLivArea"  0.004947 ###############
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   11.   "GarageYrBlt"  0.002507 ##############
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   13.    "MasVnrArea"  0.001543 #############
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   16.  "BedroomAbvGr"  0.001379 #############
   17.   "OverallQual"  0.000606 #############
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   19.     "LotConfig"  0.000460 ############
   20.    "GarageQual"  0.000389 ############
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   24.    "MasVnrType"  0.000237 ############
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   26.  "BsmtExposure"  0.000198 ############
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   29.      "BldgType"  0.000047 ############
   30.      "BsmtQual"  0.000011 ############
   31.   "LandContour"  0.000000 ############
   32.     "Utilities"  0.000000 ############
   33.     "LandSlope"  0.000000 ############
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   42.    "CentralAir"  0.000000 ############
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   70.  "YearRemodAdd" -0.001386 ###########
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   72.    "GarageArea" -0.001706 ###########
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   79.            "Id" -0.020919 
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   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
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   40.       "Heating"  0.000000 
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    1.   "TotalBsmtSF"  0.001623 ################
    2.  "Neighborhood"  0.001623 ################
    3.    "GarageType"  0.001623 ################
    4.      "1stFlrSF"  0.001623 ################
    5.   "Exterior2nd"  0.001623 ################
    6.     "YearBuilt"  0.000654 #############
    7.    "MSSubClass"  0.000554 ############
    8.    "PavedDrive"  0.000470 ############
    9.  "BedroomAbvGr"  0.000470 ############
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   11.     "GrLivArea"  0.000448 ############
   12.  "BsmtExposure"  0.000448 ############
   13.   "GarageYrBlt"  0.000381 ############
   14.      "FullBath"  0.000358 ############
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   16.      "BsmtQual"  0.000311 ############
   17.  "GarageFinish"  0.000238 ############
   18.        "YrSold"  0.000162 ###########
   19.   "OverallQual"  0.000162 ###########
   20.      "2ndFlrSF"  0.000136 ###########
   21.      "LotShape"  0.000110 ###########
   22.    "WoodDeckSF"  0.000110 ###########
   23.    "GarageCars"  0.000110 ###########
   24.    "HouseStyle"  0.000110 ###########
   25.    "Foundation"  0.000083 ###########
   26.      "MSZoning"  0.000056 ###########
   27.    "MasVnrArea"  0.000056 ###########
   28.        "MoSold"  0.000028 ###########
   29.      "BldgType"  0.000028 ###########
   30.     "RoofStyle"  0.000028 ###########
   31.     "ExterCond"  0.000028 ###########
   32.     "LotConfig"  0.000028 ###########
   33.    "Electrical"  0.000028 ###########
   34.  "BsmtFinType2"  0.000028 ###########
   35.    "CentralAir"  0.000028 ###########
   36.  "TotRmsAbvGrd"  0.000028 ###########
   37.    "GarageQual"  0.000028 ###########
   38. "EnclosedPorch"  0.000028 ###########
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   72.      "PoolArea"  0.000000 
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   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
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   16.      "BldgType"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.   "OpenPorchSF"  0.005284 ################
    2.   "OverallQual"  0.003224 ###############
    3.      "HalfBath"  0.001564 ###############
    4.   "KitchenQual"  0.001529 ###############
    5.    "Fireplaces"  0.001382 ###############
    6.    "BsmtFinSF1"  0.001337 ###############
    7.     "YearBuilt"  0.001324 ###############
    8.   "FireplaceQu"  0.001248 ###############
    9.  "BsmtFinType1"  0.001013 ###############
   10.     "GrLivArea"  0.000920 ###############
   11.     "ExterQual"  0.000780 ###############
   12.      "BsmtQual"  0.000759 ###############
   13.   "LotFrontage"  0.000759 ###############
   14.      "LotShape"  0.000524 ###############
   15.    "GarageType"  0.000517 ###############
   16. "EnclosedPorch"  0.000335 ###############
   17.      "MSZoning"  0.000305 ###############
   18.  "BsmtFullBath"  0.000203 ###############
   19.     "LotConfig"  0.000152 ###############
   20.    "GarageCond"  0.000139 ###############
   21.     "LandSlope"  0.000085 ###############
   22.   "Exterior2nd"  0.000081 ###############
   23.         "Fence"  0.000078 ###############
   24.    "PavedDrive"  0.000054 ###############
   25.      "BldgType"  0.000016 ###############
   26.  "KitchenAbvGr"  0.000000 ###############
   27.  "BsmtHalfBath"  0.000000 ###############
   28.        "Street"  0.000000 ###############
   29.   "LandContour"  0.000000 ###############
   30.     "Utilities"  0.000000 ###############
   31.      "BsmtCond"  0.000000 ###############
   32.  "LowQualFinSF"  0.000000 ###############
   33.     "3SsnPorch"  0.000000 ###############
   34.    "Condition2"  0.000000 ###############
   35.  "BsmtFinType2"  0.000000 ###############
   36.   "ScreenPorch"  0.000000 ###############
   37.    "Electrical"  0.000000 ###############
   38.    "CentralAir"  0.000000 ###############
   39.       "Heating"  0.000000 ###############
   40.    "Functional"  0.000000 ###############
   41.      "RoofMatl"  0.000000 ###############
   42.      "SaleType"  0.000000 ###############
   43.      "PoolArea"  0.000000 ###############
   44.        "PoolQC"  0.000000 ###############
   45.         "Alley"  0.000000 ###############
   46.   "MiscFeature"  0.000000 ###############
   47.       "MiscVal"  0.000000 ###############
   48.    "BsmtFinSF2" -0.000034 ###############
   49.    "Condition1" -0.000062 ###############
   50. "SaleCondition" -0.000069 ###############
   51.    "GarageQual" -0.000088 ###############
   52.    "MasVnrType" -0.000123 ###############
   53.    "MSSubClass" -0.000130 ###############
   54.     "ExterCond" -0.000202 ###############
   55.   "OverallCond" -0.000264 ###############
   56.            "Id" -0.000301 ###############
   57.      "2ndFlrSF" -0.000363 ###############
   58.    "WoodDeckSF" -0.000391 ###############
   59.    "MasVnrArea" -0.000462 ###############
   60.  "GarageFinish" -0.000528 ###############
   61.  "BedroomAbvGr" -0.001186 ###############
   62.    "Foundation" -0.001458 ###############
   63.    "GarageArea" -0.001461 ###############
   64.        "YrSold" -0.002026 ###############
   65.      "1stFlrSF" -0.002054 ###############
   66.    "HouseStyle" -0.002276 ###############
   67.    "GarageCars" -0.002843 ###############
   68.      "FullBath" -0.003107 ###############
   69.   "Exterior1st" -0.003247 ###############
   70.        "MoSold" -0.003366 ###############
   71.     "HeatingQC" -0.003781 ###############
   72.     "BsmtUnfSF" -0.003858 ###############
   73.  "YearRemodAdd" -0.003870 ###############
   74.  "TotRmsAbvGrd" -0.004764 ###############
   75.     "RoofStyle" -0.005411 ###############
   76.   "TotalBsmtSF" -0.006645 ###############
   77.   "GarageYrBlt" -0.007558 ###############
   78.  "BsmtExposure" -0.007853 ###############
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   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
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   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
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   80. "SaleCondition"  0.000000 
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   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
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   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
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   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
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   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.      "BldgType"  0.002765 ################
    2.    "HouseStyle"  0.002765 ################
    3.     "YearBuilt"  0.000787 ###########
    4.    "GarageArea"  0.000628 ##########
    5.   "KitchenQual"  0.000397 ##########
    6.      "BsmtQual"  0.000397 ##########
    7.  "YearRemodAdd"  0.000229 #########
    8.  "Neighborhood"  0.000225 #########
    9.   "Exterior1st"  0.000185 #########
   10.    "Fireplaces"  0.000140 #########
   11.  "TotRmsAbvGrd"  0.000140 #########
   12.    "GarageCars"  0.000140 #########
   13.    "BsmtFinSF1"  0.000094 #########
   14.   "LotFrontage"  0.000048 #########
   15.    "MasVnrArea"  0.000048 #########
   16.     "HeatingQC"  0.000048 #########
   17.   "GarageYrBlt"  0.000048 #########
   18.     "BsmtUnfSF"  0.000048 #########
   19.    "Foundation"  0.000048 #########
   20.         "Fence"  0.000000 #########
   21.      "MSZoning"  0.000000 #########
   22.   "MiscFeature"  0.000000 #########
   23.        "Street"  0.000000 #########
   24.         "Alley"  0.000000 #########
   25.       "MiscVal"  0.000000 #########
   26.   "LandContour"  0.000000 #########
   27.     "Utilities"  0.000000 #########
   28.     "LandSlope"  0.000000 #########
   29.    "Condition1"  0.000000 #########
   30.    "Condition2"  0.000000 #########
   31.      "SaleType"  0.000000 #########
   32. "SaleCondition"  0.000000 #########
   33.     "RoofStyle"  0.000000 #########
   34.      "RoofMatl"  0.000000 #########
   35.    "MasVnrType"  0.000000 #########
   36.     "ExterCond"  0.000000 #########
   37.      "BsmtCond"  0.000000 #########
   38.  "BsmtFinType2"  0.000000 #########
   39.    "BsmtFinSF2"  0.000000 #########
   40.       "Heating"  0.000000 #########
   41.     "LotConfig"  0.000000 #########
   42.    "CentralAir"  0.000000 #########
   43.    "Electrical"  0.000000 #########
   44.  "LowQualFinSF"  0.000000 #########
   45.  "BsmtHalfBath"  0.000000 #########
   46.  "BedroomAbvGr"  0.000000 #########
   47.  "KitchenAbvGr"  0.000000 #########
   48.    "Functional"  0.000000 #########
   49.    "GarageType"  0.000000 #########
   50.    "GarageQual"  0.000000 #########
   51.    "GarageCond"  0.000000 #########
   52.    "PavedDrive"  0.000000 #########
   53. "EnclosedPorch"  0.000000 #########
   54.     "3SsnPorch"  0.000000 #########
   55.   "ScreenPorch"  0.000000 #########
   56.      "PoolArea"  0.000000 #########
   57.        "PoolQC"  0.000000 #########
   58.       "LotArea" -0.000002 #########
   59.      "1stFlrSF" -0.000024 #########
   60.      "FullBath" -0.000027 #########
   61.    "MSSubClass" -0.000049 #########
   62.      "LotShape" -0.000049 #########
   63.   "OpenPorchSF" -0.000049 #########
   64.  "BsmtFullBath" -0.000049 #########
   65.  "BsmtExposure" -0.000049 #########
   66.     "ExterQual" -0.000049 #########
   67.        "MoSold" -0.000049 #########
   68.   "OverallCond" -0.000098 ########
   69.      "HalfBath" -0.000098 ########
   70.     "GrLivArea" -0.000098 ########
   71.   "TotalBsmtSF" -0.000098 ########
   72.      "2ndFlrSF" -0.000098 ########
   73.  "GarageFinish" -0.000200 ########
   74.   "Exterior2nd" -0.000200 ########
   75.  "BsmtFinType1" -0.000453 ########
   76.    "WoodDeckSF" -0.000723 #######
   77.            "Id" -0.003218 #
   78.        "YrSold" -0.003324 #
   79.   "OverallQual" -0.003387 
   80.   "FireplaceQu" -0.003750 
    1.       "LotArea"  0.001651 ################
    2.  "Neighborhood"  0.001651 ################
    3.   "OverallQual"  0.000477 ##############
    4.   "TotalBsmtSF"  0.000387 ##############
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    8.      "1stFlrSF"  0.000291 ##############
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   15.   "GarageYrBlt"  0.000111 ##############
   16.   "KitchenQual"  0.000111 ##############
   17.      "2ndFlrSF"  0.000111 ##############
   18.    "MasVnrArea"  0.000111 ##############
   19.    "MSSubClass"  0.000084 ##############
   20.    "GarageArea"  0.000084 ##############
   21.      "SaleType"  0.000084 ##############
   22.  "BsmtExposure"  0.000084 ##############
   23.     "HeatingQC"  0.000084 ##############
   24.  "GarageFinish"  0.000084 ##############
   25.    "GarageCars"  0.000084 ##############
   26.    "MasVnrType"  0.000057 ##############
   27.  "BsmtFullBath"  0.000057 ##############
   28.    "HouseStyle"  0.000028 ##############
   29.      "HalfBath"  0.000028 ##############
   30.     "BsmtUnfSF"  0.000028 ##############
   31.     "LotConfig"  0.000028 ##############
   32.     "RoofStyle"  0.000028 ##############
   33.    "GarageType"  0.000028 ##############
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   50.  "BsmtHalfBath"  0.000000 ##############
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   52.  "BedroomAbvGr"  0.000000 ##############
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   54.  "TotRmsAbvGrd"  0.000000 ##############
   55.    "Functional"  0.000000 ##############
   56.  "KitchenAbvGr"  0.000000 ##############
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   64.   "ScreenPorch"  0.000000 ##############
   65.      "PoolArea"  0.000000 ##############
   66.        "PoolQC"  0.000000 ##############
   67. "SaleCondition"  0.000000 ##############
   68.   "LotFrontage" -0.000029 ##############
   69.   "OverallCond" -0.000029 ##############
   70.    "GarageQual" -0.000029 ##############
   71.    "Electrical" -0.000029 ##############
   72.        "YrSold" -0.000058 ##############
   73.        "MoSold" -0.000118 ##############
   74.   "Exterior2nd" -0.000244 ##############
   75.   "OpenPorchSF" -0.000244 ##############
   76.   "Exterior1st" -0.001959 ############
   77.   "FireplaceQu" -0.002165 ############
   78.     "YearBuilt" -0.002165 ############
   79.  "BsmtFinType1" -0.002462 ###########
   80.    "Fireplaces" -0.014731 
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    1.   "KitchenQual"  0.019006 ################
    2.   "Exterior2nd"  0.018849 ###############
    3.     "BsmtUnfSF"  0.018519 ###############
    4.    "GarageType"  0.016414 ###############
    5.       "LotArea"  0.006944 #############
    6.      "BsmtQual"  0.006944 #############
    7.   "FireplaceQu"  0.006039 #############
    8.     "HeatingQC"  0.003968 ############
    9.  "BsmtFullBath"  0.003968 ############
   10.    "GarageArea"  0.002778 ############
   11.     "ExterQual"  0.002778 ############
   12.  "GarageFinish"  0.002778 ############
   13.     "ExterCond"  0.002778 ############
   14.    "Foundation"  0.002778 ############
   15.    "HouseStyle"  0.002778 ############
   16.   "GarageYrBlt"  0.002778 ############
   17.        "YrSold"  0.001462 ############
   18. "EnclosedPorch"  0.001462 ############
   19.    "BsmtFinSF1"  0.001462 ############
   20.    "WoodDeckSF"  0.001462 ############
   21.    "MasVnrArea"  0.001462 ############
   22.      "1stFlrSF"  0.001462 ############
   23.      "MSZoning"  0.000000 ###########
   24.        "Street"  0.000000 ###########
   25.         "Alley"  0.000000 ###########
   26.   "LandContour"  0.000000 ###########
   27.     "Utilities"  0.000000 ###########
   28.     "LandSlope"  0.000000 ###########
   29.    "Condition1"  0.000000 ###########
   30.    "Condition2"  0.000000 ###########
   31.      "BldgType"  0.000000 ###########
   32.   "OverallQual"  0.000000 ###########
   33.     "YearBuilt"  0.000000 ###########
   34.     "RoofStyle"  0.000000 ###########
   35.      "RoofMatl"  0.000000 ###########
   36.    "MasVnrType"  0.000000 ###########
   37.      "BsmtCond"  0.000000 ###########
   38.  "BsmtFinType2"  0.000000 ###########
   39.    "BsmtFinSF2"  0.000000 ###########
   40.       "Heating"  0.000000 ###########
   41.     "3SsnPorch"  0.000000 ###########
   42.    "CentralAir"  0.000000 ###########
   43.    "Electrical"  0.000000 ###########
   44.      "2ndFlrSF"  0.000000 ###########
   45.  "LowQualFinSF"  0.000000 ###########
   46.  "BsmtHalfBath"  0.000000 ###########
   47.  "BedroomAbvGr"  0.000000 ###########
   48.  "KitchenAbvGr"  0.000000 ###########
   49.  "TotRmsAbvGrd"  0.000000 ###########
   50.    "Functional"  0.000000 ###########
   51.    "GarageQual"  0.000000 ###########
   52.    "GarageCond"  0.000000 ###########
   53.    "PavedDrive"  0.000000 ###########
   54.   "ScreenPorch"  0.000000 ###########
   55.      "PoolArea"  0.000000 ###########
   56.        "PoolQC"  0.000000 ###########
   57.   "MiscFeature"  0.000000 ###########
   58.       "MiscVal"  0.000000 ###########
   59.      "SaleType"  0.000000 ###########
   60.   "OverallCond" -0.001634 ###########
   61.    "GarageCars" -0.001634 ###########
   62.    "MSSubClass" -0.001634 ###########
   63.  "BsmtExposure" -0.001634 ###########
   64. "SaleCondition" -0.001634 ###########
   65.      "LotShape" -0.003472 ###########
   66.      "HalfBath" -0.003472 ###########
   67.         "Fence" -0.003472 ###########
   68.    "Fireplaces" -0.003472 ###########
   69.     "LotConfig" -0.003472 ###########
   70.   "OpenPorchSF" -0.005556 ##########
   71.            "Id" -0.005556 ##########
   72.  "BsmtFinType1" -0.007937 ##########
   73.   "Exterior1st" -0.007937 ##########
   74.  "YearRemodAdd" -0.007937 ##########
   75.        "MoSold" -0.013889 ########
   76.   "LotFrontage" -0.022222 #######
   77.   "TotalBsmtSF" -0.022222 #######
   78.      "FullBath" -0.027778 #####
   79.     "GrLivArea" -0.034722 ####
   80.  "Neighborhood" -0.055556 
    1.            "Id"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
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   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
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   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
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   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
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   46.  "LowQualFinSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
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   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
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   78.        "YrSold"  0.000000 
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    6.        "Street"  0.000000 
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   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   15.    "Condition2"  0.000000 
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   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   52.  "BedroomAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.  "TotRmsAbvGrd"  0.000969 ################
    2.   "OpenPorchSF"  0.000969 ################
    3.    "GarageArea"  0.000969 ################
    4.     "GrLivArea"  0.000388 ##########
    5.     "YearBuilt"  0.000328 ##########
    6.   "LotFrontage"  0.000265 #########
    7.  "Neighborhood"  0.000265 #########
    8.   "OverallQual"  0.000232 #########
    9.      "1stFlrSF"  0.000232 #########
   10.     "ExterQual"  0.000232 #########
   11.      "FullBath"  0.000199 ########
   12.    "GarageType"  0.000182 ########
   13.   "TotalBsmtSF"  0.000147 ########
   14.      "LotShape"  0.000112 #######
   15.   "Exterior1st"  0.000112 #######
   16.    "MasVnrType"  0.000094 #######
   17.  "YearRemodAdd"  0.000075 #######
   18.   "FireplaceQu"  0.000075 #######
   19.  "BsmtFullBath"  0.000075 #######
   20.     "BsmtUnfSF"  0.000075 #######
   21.      "BsmtQual"  0.000057 #######
   22.   "KitchenQual"  0.000057 #######
   23.     "HeatingQC"  0.000057 #######
   24.    "HouseStyle"  0.000057 #######
   25.   "OverallCond"  0.000057 #######
   26.    "MasVnrArea"  0.000057 #######
   27.  "BsmtExposure"  0.000038 #######
   28.      "BldgType"  0.000038 #######
   29.   "Exterior2nd"  0.000038 #######
   30.  "GarageFinish"  0.000019 #######
   31.            "Id"  0.000019 #######
   32.      "2ndFlrSF"  0.000019 #######
   33.      "HalfBath"  0.000019 #######
   34.    "Fireplaces"  0.000019 #######
   35.   "LandContour"  0.000000 ######
   36.      "MSZoning"  0.000000 ######
   37.    "GarageQual"  0.000000 ######
   38.        "Street"  0.000000 ######
   39.       "Heating"  0.000000 ######
   40.      "RoofMatl"  0.000000 ######
   41.     "Utilities"  0.000000 ######
   42.     "LandSlope"  0.000000 ######
   43.    "Condition1"  0.000000 ######
   44.    "Condition2"  0.000000 ######
   45.    "CentralAir"  0.000000 ######
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   47.    "BsmtFinSF2"  0.000000 ######
   48.  "BsmtFinType2"  0.000000 ######
   49.  "BsmtHalfBath"  0.000000 ######
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   51.    "Electrical"  0.000000 ######
   52.  "BedroomAbvGr"  0.000000 ######
   53.  "KitchenAbvGr"  0.000000 ######
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   56.    "Functional"  0.000000 ######
   57.    "GarageCond"  0.000000 ######
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   68. "SaleCondition" -0.000019 ######
   69.         "Alley" -0.000019 ######
   70.    "MSSubClass" -0.000039 ######
   71.    "WoodDeckSF" -0.000441 ##
   72.   "GarageYrBlt" -0.000441 ##
   73.    "Foundation" -0.000466 ##
   74.    "BsmtFinSF1" -0.000466 ##
   75.  "BsmtFinType1" -0.000518 ##
   76.     "LotConfig" -0.000571 #
   77.       "LotArea" -0.000598 #
   78.        "YrSold" -0.000654 
   79.    "GarageCars" -0.000711 
   80.        "MoSold" -0.000741 
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   40.       "Heating"  0.000000 
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    1.   "GarageYrBlt"  0.007123 ################
    2.      "1stFlrSF"  0.002766 ############
    3.  "Neighborhood"  0.002503 ############
    4.  "GarageFinish"  0.002503 ############
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    8.    "Fireplaces"  0.001323 ###########
    9.   "OpenPorchSF"  0.001323 ###########
   10.     "BsmtUnfSF"  0.001063 ###########
   11.      "FullBath"  0.000926 ###########
   12.    "MasVnrArea"  0.000926 ###########
   13.   "OverallQual"  0.000926 ###########
   14.       "LotArea"  0.000785 ###########
   15.     "ExterQual"  0.000785 ###########
   16.  "YearRemodAdd"  0.000639 ###########
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   24.     "RoofStyle"  0.000331 ###########
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   27.   "FireplaceQu"  0.000331 ###########
   28.    "GarageCars"  0.000168 ###########
   29.      "MSZoning"  0.000168 ###########
   30.  "TotRmsAbvGrd"  0.000168 ###########
   31.    "GarageQual"  0.000168 ###########
   32. "EnclosedPorch"  0.000168 ###########
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    2.     "ExterQual"  0.002285 #############
    3.  "BsmtFinType1"  0.001914 ############
    4.    "GarageCars"  0.001914 ############
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   28. "SaleCondition"  0.000062 #########
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   66.    "PavedDrive"  0.000000 
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   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   77.        "MoSold"  0.000000 
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   20.     "YearBuilt"  0.000000 
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   22.     "RoofStyle"  0.000000 
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   64.    "GarageQual"  0.000000 
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   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "OverallQual"  0.089286 ################
    2.            "Id"  0.086538 ###############
    3.   "TotalBsmtSF"  0.086538 ###############
    4.      "2ndFlrSF"  0.083333 ###############
    5.      "1stFlrSF"  0.062500 ###############
    6.     "YearBuilt"  0.062500 ###############
    7.     "GrLivArea"  0.053571 ###############
    8.  "Neighborhood"  0.053571 ###############
    9.   "OpenPorchSF"  0.053571 ###############
   10.   "FireplaceQu"  0.041667 ##############
   11.  "BsmtFinType1"  0.041667 ##############
   12.   "GarageYrBlt"  0.041667 ##############
   13.    "GarageArea"  0.041667 ##############
   14.  "BsmtFullBath"  0.025000 ##############
   15.      "LotShape"  0.025000 ##############
   16.    "BsmtFinSF1"  0.025000 ##############
   17.      "HalfBath"  0.025000 ##############
   18.   "Exterior2nd"  0.025000 ##############
   19.     "BsmtUnfSF"  0.025000 ##############
   20.  "GarageFinish"  0.025000 ##############
   21.   "LandContour"  0.000000 #############
   22.     "Utilities"  0.000000 #############
   23.     "LotConfig"  0.000000 #############
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   26.    "Condition2"  0.000000 #############
   27.      "BldgType"  0.000000 #############
   28.    "HouseStyle"  0.000000 #############
   29.   "OverallCond"  0.000000 #############
   30.     "RoofStyle"  0.000000 #############
   31.      "RoofMatl"  0.000000 #############
   32.    "MasVnrType"  0.000000 #############
   33.    "MasVnrArea"  0.000000 #############
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   35.    "Foundation"  0.000000 #############
   36.      "BsmtCond"  0.000000 #############
   37.  "BsmtExposure"  0.000000 #############
   38.  "BsmtFinType2"  0.000000 #############
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   40.       "Heating"  0.000000 #############
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   43.    "Electrical"  0.000000 #############
   44.  "LowQualFinSF"  0.000000 #############
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   48.  "KitchenAbvGr"  0.000000 #############
   49.   "KitchenQual"  0.000000 #############
   50.  "TotRmsAbvGrd"  0.000000 #############
   51.    "Functional"  0.000000 #############
   52.    "MSSubClass"  0.000000 #############
   53.      "MSZoning"  0.000000 #############
   54.    "GarageCars"  0.000000 #############
   55.        "Street"  0.000000 #############
   56.    "GarageQual"  0.000000 #############
   57.    "GarageCond"  0.000000 #############
   58.    "PavedDrive"  0.000000 #############
   59.         "Alley"  0.000000 #############
   60. "EnclosedPorch"  0.000000 #############
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   66.       "MiscVal"  0.000000 #############
   67.        "YrSold"  0.000000 #############
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   69. "SaleCondition"  0.000000 #############
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   72.    "Fireplaces" -0.041667 ############
   73.   "LotFrontage" -0.041667 ############
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   75.    "GarageType" -0.041667 ############
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   77.   "Exterior1st" -0.125000 ##########
   78.     "ExterQual" -0.125000 ##########
   79.    "WoodDeckSF" -0.125000 ##########
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    1.   "OverallQual"  0.012124 ################
    2.   "Exterior1st"  0.011535 ###############
    3.      "1stFlrSF"  0.009239 ##############
    4.  "BsmtFinType1"  0.007033 ##############
    5.      "BsmtQual"  0.003882 #############
    6.       "LotArea"  0.003882 #############
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    8.    "MSSubClass"  0.002508 ############
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   11.    "MasVnrType"  0.001739 ############
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   78.   "LotFrontage" -0.019928 ####
   79.     "GrLivArea" -0.028261 #
   80.  "YearRemodAdd" -0.033816 
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    2.  "Neighborhood"  0.002535 ##############
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    4.     "HeatingQC"  0.002142 #############
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   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
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   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
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   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
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   78.        "YrSold"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.     "GrLivArea"  0.003746 ################
    2.     "ExterQual"  0.003746 ################
    3.   "OpenPorchSF"  0.003746 ################
    4.     "YearBuilt"  0.001028 ############
    5.      "1stFlrSF"  0.000674 ############
    6.   "GarageYrBlt"  0.000506 ############
    7.    "WoodDeckSF"  0.000448 ############
    8.   "FireplaceQu"  0.000327 ###########
    9.   "LotFrontage"  0.000327 ###########
   10.       "LotArea"  0.000327 ###########
   11.     "BsmtUnfSF"  0.000264 ###########
   12.   "TotalBsmtSF"  0.000201 ###########
   13.    "MasVnrArea"  0.000201 ###########
   14.      "LotShape"  0.000135 ###########
   15.      "BsmtQual"  0.000135 ###########
   16.      "FullBath"  0.000135 ###########
   17.  "BsmtFinType1"  0.000135 ###########
   18.    "HouseStyle"  0.000135 ###########
   19.   "OverallQual"  0.000135 ###########
   20.   "OverallCond"  0.000135 ###########
   21.  "YearRemodAdd"  0.000068 ###########
   22.  "BsmtExposure"  0.000068 ###########
   23.   "LandContour"  0.000000 ###########
   24.     "Utilities"  0.000000 ###########
   25.     "LotConfig"  0.000000 ###########
   26.     "LandSlope"  0.000000 ###########
   27.    "Condition1"  0.000000 ###########
   28.    "Condition2"  0.000000 ###########
   29.      "BldgType"  0.000000 ###########
   30.     "RoofStyle"  0.000000 ###########
   31.      "RoofMatl"  0.000000 ###########
   32.   "Exterior1st"  0.000000 ###########
   33.    "MasVnrType"  0.000000 ###########
   34.     "ExterCond"  0.000000 ###########
   35.    "Foundation"  0.000000 ###########
   36.      "BsmtCond"  0.000000 ###########
   37.    "BsmtFinSF1"  0.000000 ###########
   38.  "BsmtFinType2"  0.000000 ###########
   39.    "BsmtFinSF2"  0.000000 ###########
   40.       "Heating"  0.000000 ###########
   41.     "HeatingQC"  0.000000 ###########
   42.    "CentralAir"  0.000000 ###########
   43.    "Electrical"  0.000000 ###########
   44.      "2ndFlrSF"  0.000000 ###########
   45.  "LowQualFinSF"  0.000000 ###########
   46.  "BsmtHalfBath"  0.000000 ###########
   47.  "BedroomAbvGr"  0.000000 ###########
   48.  "KitchenAbvGr"  0.000000 ###########
   49.    "Functional"  0.000000 ###########
   50.      "MSZoning"  0.000000 ###########
   51.    "GarageQual"  0.000000 ###########
   52.    "GarageCond"  0.000000 ###########
   53.    "PavedDrive"  0.000000 ###########
   54.        "Street"  0.000000 ###########
   55.         "Alley"  0.000000 ###########
   56. "EnclosedPorch"  0.000000 ###########
   57.     "3SsnPorch"  0.000000 ###########
   58.   "ScreenPorch"  0.000000 ###########
   59.      "PoolArea"  0.000000 ###########
   60.        "PoolQC"  0.000000 ###########
   61.         "Fence"  0.000000 ###########
   62.   "MiscFeature"  0.000000 ###########
   63.       "MiscVal"  0.000000 ###########
   64.      "SaleType"  0.000000 ###########
   65. "SaleCondition"  0.000000 ###########
   66.  "BsmtFullBath" -0.000070 ###########
   67.    "GarageType" -0.000142 ###########
   68.    "GarageCars" -0.000142 ###########
   69.      "HalfBath" -0.000142 ###########
   70.        "MoSold" -0.000215 ###########
   71.  "TotRmsAbvGrd" -0.000290 ###########
   72.  "Neighborhood" -0.000290 ###########
   73.    "GarageArea" -0.000368 ###########
   74.   "Exterior2nd" -0.000447 ###########
   75.            "Id" -0.000611 ##########
   76.   "KitchenQual" -0.001364 #########
   77.    "MSSubClass" -0.006313 ####
   78.  "GarageFinish" -0.007631 ##
   79.        "YrSold" -0.008403 #
   80.    "Fireplaces" -0.009743 
    1.       "LotArea"  0.013015 ################
    2.      "LotShape"  0.013015 ################
    3.     "YearBuilt"  0.013015 ################
    4.  "Neighborhood"  0.002652 #############
    5.     "BsmtUnfSF"  0.002331 #############
    6.      "BsmtQual"  0.002331 #############
    7.    "Foundation"  0.001994 #############
    8.   "TotalBsmtSF"  0.001994 #############
    9.    "MasVnrType"  0.001638 #############
   10.     "HeatingQC"  0.001638 #############
   11.   "FireplaceQu"  0.001638 #############
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   77.   "OpenPorchSF" -0.040404 #####
   78.    "BsmtFinSF1" -0.047348 ####
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   80.    "WoodDeckSF" -0.068182 
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    1.   "FireplaceQu"  0.007927 ################
    2.       "LotArea"  0.007405 ###############
    3.    "BsmtFinSF1"  0.005305 ###############
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    5.      "BsmtQual"  0.003881 ##############
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   20.  "YearRemodAdd"  0.000930 #############
   21.   "GarageYrBlt"  0.000770 #############
   22.      "FullBath"  0.000588 #############
   23.    "GarageCars"  0.000408 #############
   24.      "HalfBath"  0.000341 #############
   25.      "LotShape"  0.000225 #############
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   27.     "LotConfig"  0.000160 #############
   28.    "GarageQual"  0.000127 #############
   29.      "MSZoning"  0.000081 #############
   30.    "PavedDrive"  0.000081 #############
   31.  "TotRmsAbvGrd"  0.000047 #############
   32.        "Street"  0.000000 #############
   33.         "Alley"  0.000000 #############
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   38.    "Condition1"  0.000000 #############
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   46.       "Heating"  0.000000 #############
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   48.      "BsmtCond"  0.000000 #############
   49.  "BsmtHalfBath"  0.000000 #############
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   53.    "GarageCond"  0.000000 #############
   54.         "Fence"  0.000000 #############
   55. "EnclosedPorch"  0.000000 #############
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   61.    "Fireplaces" -0.000130 #############
   62.  "BedroomAbvGr" -0.000170 #############
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   64.  "GarageFinish" -0.000445 #############
   65.    "Foundation" -0.000556 #############
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   67.  "BsmtFinType1" -0.001661 ############
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   69.            "Id" -0.002351 ############
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   78.      "1stFlrSF" -0.007842 ##########
   79.     "GrLivArea" -0.017478 #######
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    2.            "Id"  0.022535 ###############
    3.    "GarageType"  0.019223 ###############
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   11.    "GarageCars"  0.007197 ###############
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   45.      "2ndFlrSF"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
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   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   16.      "BldgType"  0.000000 
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   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
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   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   69. "EnclosedPorch"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.   "OpenPorchSF"  0.018519 ################
    2.      "BsmtQual"  0.018519 ################
    3.        "MoSold"  0.018519 ################
    4.       "LotArea"  0.018162 ###############
    5.   "OverallQual"  0.009921 #############
    6.     "GrLivArea"  0.007778 #############
    7.        "YrSold"  0.007778 #############
    8.     "YearBuilt"  0.006944 #############
    9.    "BsmtFinSF1"  0.006944 #############
   10.      "1stFlrSF"  0.005051 ############
   11.   "OverallCond"  0.005051 ############
   12.            "Id"  0.003968 ############
   13.  "GarageFinish"  0.003968 ############
   14.     "ExterQual"  0.003968 ############
   15.    "MSSubClass"  0.002778 ###########
   16.  "BedroomAbvGr"  0.002778 ###########
   17.     "ExterCond"  0.002778 ###########
   18.   "TotalBsmtSF"  0.002778 ###########
   19.  "YearRemodAdd"  0.002778 ###########
   20.    "GarageType"  0.002778 ###########
   21.      "FullBath"  0.002778 ###########
   22.   "KitchenQual"  0.002778 ###########
   23.    "Condition1"  0.001462 ###########
   24.      "BldgType"  0.001462 ###########
   25.    "HouseStyle"  0.001462 ###########
   26.   "FireplaceQu"  0.001462 ###########
   27.  "BsmtFinType2"  0.001462 ###########
   28.   "Exterior2nd"  0.001462 ###########
   29.      "LotShape"  0.000000 ###########
   30.   "LandContour"  0.000000 ###########
   31.     "Utilities"  0.000000 ###########
   32.     "LandSlope"  0.000000 ###########
   33.    "Condition2"  0.000000 ###########
   34.     "LotConfig"  0.000000 ###########
   35.      "RoofMatl"  0.000000 ###########
   36.   "Exterior1st"  0.000000 ###########
   37.    "Foundation"  0.000000 ###########
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   40.       "Heating"  0.000000 ###########
   41.     "HeatingQC"  0.000000 ###########
   42.    "CentralAir"  0.000000 ###########
   43.    "Electrical"  0.000000 ###########
   44.  "LowQualFinSF"  0.000000 ###########
   45.  "BsmtFullBath"  0.000000 ###########
   46.  "BsmtHalfBath"  0.000000 ###########
   47.      "HalfBath"  0.000000 ###########
   48.  "KitchenAbvGr"  0.000000 ###########
   49.  "TotRmsAbvGrd"  0.000000 ###########
   50.    "Functional"  0.000000 ###########
   51.    "Fireplaces"  0.000000 ###########
   52.   "GarageYrBlt"  0.000000 ###########
   53.    "GarageQual"  0.000000 ###########
   54.    "GarageCond"  0.000000 ###########
   55.    "PavedDrive"  0.000000 ###########
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   57.   "ScreenPorch"  0.000000 ###########
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   64.         "Alley"  0.000000 ###########
   65.      "SaleType"  0.000000 ###########
   66. "SaleCondition"  0.000000 ###########
   67.      "MSZoning" -0.001634 ##########
   68. "EnclosedPorch" -0.001634 ##########
   69.  "BsmtExposure" -0.001634 ##########
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   76.  "Neighborhood" -0.005556 #########
   77.    "GarageCars" -0.007937 #########
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    1.            "Id"  0.000000 
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    1.      "LotShape"  0.005110 ################
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   78.            "Id" -0.003865 ##########
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    1.  "Neighborhood"  0.017628 ################
    2.    "GarageArea"  0.016722 ###############
    3.      "BsmtQual"  0.012146 ##############
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    5.    "BsmtFinSF1"  0.009050 ##############
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   12.    "Fireplaces"  0.002747 ############
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   43.    "Electrical"  0.000000 ############
   44.  "LowQualFinSF"  0.000000 ############
   45.  "BsmtFullBath"  0.000000 ############
   46.  "BsmtHalfBath"  0.000000 ############
   47.      "FullBath"  0.000000 ############
   48.      "HalfBath"  0.000000 ############
   49.  "BedroomAbvGr"  0.000000 ############
   50.  "KitchenAbvGr"  0.000000 ############
   51.  "TotRmsAbvGrd"  0.000000 ############
   52.    "Functional"  0.000000 ############
   53.   "FireplaceQu"  0.000000 ############
   54.    "GarageType"  0.000000 ############
   55.   "GarageYrBlt"  0.000000 ############
   56.    "GarageCars"  0.000000 ############
   57.    "GarageQual"  0.000000 ############
   58.    "GarageCond"  0.000000 ############
   59.    "PavedDrive"  0.000000 ############
   60. "EnclosedPorch"  0.000000 ############
   61.     "3SsnPorch"  0.000000 ############
   62.   "ScreenPorch"  0.000000 ############
   63.      "PoolArea"  0.000000 ############
   64.        "PoolQC"  0.000000 ############
   65.         "Fence"  0.000000 ############
   66.   "MiscFeature"  0.000000 ############
   67.       "MiscVal"  0.000000 ############
   68.    "MasVnrType" -0.003205 ###########
   69.      "1stFlrSF" -0.003205 ###########
   70.   "Exterior1st" -0.003205 ###########
   71.    "Foundation" -0.003205 ###########
   72.     "RoofStyle" -0.003205 ###########
   73.        "MoSold" -0.003205 ###########
   74.   "TotalBsmtSF" -0.003205 ###########
   75.     "YearBuilt" -0.006993 ###########
   76.    "MasVnrArea" -0.006993 ###########
   77.     "GrLivArea" -0.006993 ###########
   78.        "YrSold" -0.006993 ###########
   79.   "OpenPorchSF" -0.006993 ###########
   80.            "Id" -0.061538 
    1.     "GrLivArea"  0.018979 ################
    2.    "BsmtFinSF1"  0.008287 ########
    3.    "MasVnrType"  0.007593 ########
    4.       "LotArea"  0.004544 ######
    5.    "MasVnrArea"  0.003503 #####
    6.  "Neighborhood"  0.003114 #####
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    8.   "TotalBsmtSF"  0.002664 ####
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   10.    "GarageCars"  0.001861 ####
   11.      "HalfBath"  0.001275 ###
   12.  "BsmtFullBath"  0.000977 ###
   13.      "2ndFlrSF"  0.000977 ###
   14.     "RoofStyle"  0.000817 ###
   15.      "BsmtCond"  0.000817 ###
   16.   "GarageYrBlt"  0.000817 ###
   17.   "LotFrontage"  0.000605 ###
   18.    "WoodDeckSF"  0.000470 ###
   19.            "Id"  0.000160 ###
   20.      "BsmtQual"  0.000160 ###
   21.     "ExterQual"  0.000160 ###
   22.     "BsmtUnfSF"  0.000160 ###
   23.        "YrSold"  0.000160 ###
   24.   "LandContour"  0.000000 ###
   25.     "Utilities"  0.000000 ###
   26.     "LandSlope"  0.000000 ###
   27.    "Condition1"  0.000000 ###
   28.    "Condition2"  0.000000 ###
   29.      "BldgType"  0.000000 ###
   30.    "HouseStyle"  0.000000 ###
   31.   "OverallCond"  0.000000 ###
   32.      "RoofMatl"  0.000000 ###
   33.   "Exterior1st"  0.000000 ###
   34.   "Exterior2nd"  0.000000 ###
   35.     "ExterCond"  0.000000 ###
   36.    "Foundation"  0.000000 ###
   37.  "BsmtExposure"  0.000000 ###
   38.  "BsmtFinType2"  0.000000 ###
   39.    "BsmtFinSF2"  0.000000 ###
   40.       "Heating"  0.000000 ###
   41.     "LotConfig"  0.000000 ###
   42.    "CentralAir"  0.000000 ###
   43.    "Electrical"  0.000000 ###
   44.  "LowQualFinSF"  0.000000 ###
   45.  "BsmtHalfBath"  0.000000 ###
   46.     "HeatingQC"  0.000000 ###
   47.  "BedroomAbvGr"  0.000000 ###
   48.  "KitchenAbvGr"  0.000000 ###
   49.  "TotRmsAbvGrd"  0.000000 ###
   50.    "Functional"  0.000000 ###
   51.   "FireplaceQu"  0.000000 ###
   52.    "GarageType"  0.000000 ###
   53.    "MSSubClass"  0.000000 ###
   54.      "MSZoning"  0.000000 ###
   55.    "GarageQual"  0.000000 ###
   56.    "GarageCond"  0.000000 ###
   57.    "PavedDrive"  0.000000 ###
   58.        "Street"  0.000000 ###
   59.         "Alley"  0.000000 ###
   60. "EnclosedPorch"  0.000000 ###
   61.     "3SsnPorch"  0.000000 ###
   62.   "ScreenPorch"  0.000000 ###
   63.      "PoolArea"  0.000000 ###
   64.        "PoolQC"  0.000000 ###
   65.         "Fence"  0.000000 ###
   66.   "MiscFeature"  0.000000 ###
   67.       "MiscVal"  0.000000 ###
   68.      "LotShape"  0.000000 ###
   69.      "SaleType"  0.000000 ###
   70. "SaleCondition"  0.000000 ###
   71.  "BsmtFinType1" -0.000169 ##
   72.      "FullBath" -0.000169 ##
   73.   "OverallQual" -0.000169 ##
   74.      "1stFlrSF" -0.000191 ##
   75.     "YearBuilt" -0.000347 ##
   76.  "GarageFinish" -0.000347 ##
   77.        "MoSold" -0.000759 ##
   78.  "YearRemodAdd" -0.000759 ##
   79.   "KitchenQual" -0.001453 ##
   80.    "Fireplaces" -0.004525 
    1.            "Id"  0.000000 
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    1.  "Neighborhood"  0.017094 ################
    2.     "GrLivArea"  0.017094 ################
    3.   "OpenPorchSF"  0.017094 ################
    4.    "Foundation"  0.006073 ############
    5.   "Exterior2nd"  0.004079 ############
    6.   "KitchenQual"  0.003102 ###########
    7.      "1stFlrSF"  0.003102 ###########
    8.    "BsmtFinSF1"  0.002564 ###########
    9.     "ExterQual"  0.002564 ###########
   10.    "Fireplaces"  0.001989 ###########
   11.        "MoSold"  0.001989 ###########
   12.   "OverallCond"  0.001989 ###########
   13.      "2ndFlrSF"  0.001374 ###########
   14.    "MasVnrArea"  0.001374 ###########
   15.     "BsmtUnfSF"  0.001374 ###########
   16.     "HeatingQC"  0.001374 ###########
   17. "SaleCondition"  0.001374 ###########
   18.            "Id"  0.000712 ###########
   19.      "MSZoning"  0.000712 ###########
   20.  "YearRemodAdd"  0.000712 ###########
   21.   "OverallQual"  0.000712 ###########
   22.       "MiscVal"  0.000000 ##########
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    1.   "OverallQual"  0.031481 ################
    2.  "TotRmsAbvGrd"  0.031481 ################
    3.     "GrLivArea"  0.028261 ###############
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    5.    "GarageArea"  0.018750 ############
    6.       "LotArea"  0.011538 #########
    7.      "1stFlrSF"  0.008333 #########
    8.     "BsmtUnfSF"  0.008333 #########
    9.        "YrSold"  0.008333 #########
   10.    "MasVnrArea"  0.004545 #######
   11.      "FullBath"  0.004545 #######
   12.  "BsmtFullBath"  0.004545 #######
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   16.      "MSZoning"  0.000000 ######
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   78.  "GarageFinish" -0.012500 ##
   79.  "YearRemodAdd" -0.012500 ##
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    1.     "ExterQual"  0.002950 ################
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   11.    "MasVnrType"  0.002315 #########
   12.      "1stFlrSF"  0.002315 #########
   13.   "Exterior2nd"  0.001603 ########
   14.      "HalfBath"  0.001603 ########
   15.      "2ndFlrSF"  0.001603 ########
   16.        "MoSold"  0.000833 ########
   17.      "FullBath"  0.000833 ########
   18.     "LotConfig"  0.000833 ########
   19.  "BsmtFullBath"  0.000833 ########
   20.  "GarageFinish"  0.000833 ########
   21.  "TotRmsAbvGrd"  0.000833 ########
   22.  "YearRemodAdd"  0.000833 ########
   23.     "RoofStyle"  0.000833 ########
   24.      "MSZoning"  0.000000 #######
   25.        "Street"  0.000000 #######
   26.         "Alley"  0.000000 #######
   27.   "LandContour"  0.000000 #######
   28.     "Utilities"  0.000000 #######
   29.     "LandSlope"  0.000000 #######
   30.    "Condition1"  0.000000 #######
   31.    "Condition2"  0.000000 #######
   32.      "BldgType"  0.000000 #######
   33.   "OverallCond"  0.000000 #######
   34.      "RoofMatl"  0.000000 #######
   35.   "Exterior1st"  0.000000 #######
   36.     "ExterCond"  0.000000 #######
   37.      "BsmtCond"  0.000000 #######
   38.  "BsmtFinType2"  0.000000 #######
   39.    "BsmtFinSF2"  0.000000 #######
   40.       "Heating"  0.000000 #######
   41.     "HeatingQC"  0.000000 #######
   42.    "CentralAir"  0.000000 #######
   43.    "Electrical"  0.000000 #######
   44.  "LowQualFinSF"  0.000000 #######
   45.  "BsmtHalfBath"  0.000000 #######
   46.  "BedroomAbvGr"  0.000000 #######
   47.  "KitchenAbvGr"  0.000000 #######
   48.    "Functional"  0.000000 #######
   49.    "GarageType"  0.000000 #######
   50.     "3SsnPorch"  0.000000 #######
   51.    "GarageQual"  0.000000 #######
   52.    "GarageCond"  0.000000 #######
   53.    "PavedDrive"  0.000000 #######
   54. "EnclosedPorch"  0.000000 #######
   55.   "ScreenPorch"  0.000000 #######
   56.      "PoolArea"  0.000000 #######
   57.        "PoolQC"  0.000000 #######
   58.         "Fence"  0.000000 #######
   59.   "MiscFeature"  0.000000 #######
   60.       "MiscVal"  0.000000 #######
   61.    "GarageCars" -0.000906 #######
   62.      "BsmtQual" -0.000906 #######
   63.     "GrLivArea" -0.000906 #######
   64.    "WoodDeckSF" -0.000906 #######
   65.   "GarageYrBlt" -0.000906 #######
   66.    "Fireplaces" -0.000906 #######
   67.    "MSSubClass" -0.000906 #######
   68.   "TotalBsmtSF" -0.001894 ######
   69.   "OpenPorchSF" -0.001894 ######
   70.   "KitchenQual" -0.001894 ######
   71.     "YearBuilt" -0.001894 ######
   72.    "Foundation" -0.001894 ######
   73.   "OverallQual" -0.002976 ######
   74.  "Neighborhood" -0.006944 ####
   75.   "LotFrontage" -0.006944 ####
   76.   "FireplaceQu" -0.010417 ##
   77.    "MasVnrArea" -0.010417 ##
   78.      "SaleType" -0.010417 ##
   79. "SaleCondition" -0.010417 ##
   80.  "BsmtFinType1" -0.014881 
    1.            "Id"  0.000000 
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    4.   "LotFrontage"  0.000000 
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    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
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   11.     "LotConfig"  0.000000 
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   20.     "YearBuilt"  0.000000 
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   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
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   26.    "MasVnrType"  0.000000 
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   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
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   57.    "Fireplaces"  0.000000 
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   59.    "GarageType"  0.000000 
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   61.  "GarageFinish"  0.000000 
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    1.   "OverallQual"  0.017120 ################
    2.     "YearBuilt"  0.017120 ################
    3.    "WoodDeckSF"  0.017120 ################
    4.      "1stFlrSF"  0.003749 ########
    5.     "ExterQual"  0.003701 ########
    6.   "OpenPorchSF"  0.002832 ########
    7.    "MasVnrType"  0.001314 #######
    8.  "YearRemodAdd"  0.000773 #######
    9.      "SaleType"  0.000773 #######
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   11.   "GarageYrBlt"  0.000178 ######
   12.    "Foundation"  0.000146 ######
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   30.     "ExterCond"  0.000000 ######
   31.    "CentralAir"  0.000000 ######
   32.      "BsmtCond"  0.000000 ######
   33.  "BsmtExposure"  0.000000 ######
   34.    "Electrical"  0.000000 ######
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   41.    "GarageCond"  0.000000 ######
   42.    "PavedDrive"  0.000000 ######
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   44.   "ScreenPorch"  0.000000 ######
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   47.         "Fence"  0.000000 ######
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   49.    "Fireplaces" -0.000188 ######
   50.   "FireplaceQu" -0.000188 ######
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   63.     "LotConfig" -0.001211 ######
   64.     "HeatingQC" -0.001389 #####
   65.        "YrSold" -0.001577 #####
   66.  "Neighborhood" -0.001577 #####
   67.      "FullBath" -0.001775 #####
   68.      "2ndFlrSF" -0.001775 #####
   69.            "Id" -0.001775 #####
   70.  "GarageFinish" -0.002206 #####
   71.        "MoSold" -0.002206 #####
   72.       "LotArea" -0.002965 #####
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   74.   "Exterior1st" -0.003944 ####
   75.  "BsmtFinType1" -0.005953 ###
   76.     "GrLivArea" -0.006665 ###
   77.      "LotShape" -0.010049 #
   78.    "BsmtFinSF1" -0.010227 #
   79.    "GarageCars" -0.010227 #
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    1.            "Id"  0.000000 ################
    2.    "MSSubClass"  0.000000 ################
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   37.    "BsmtFinSF2"  0.000000 
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   48.  "BsmtFullBath"  0.000000 
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    1.            "Id"  0.009111 ################
    2.      "2ndFlrSF"  0.008629 ###############
    3.  "YearRemodAdd"  0.006782 ##############
    4.  "Neighborhood"  0.005986 #############
    5.     "GrLivArea"  0.005834 #############
    6.   "Exterior1st"  0.005286 ############
    7.    "Fireplaces"  0.004487 ############
    8.   "OpenPorchSF"  0.003017 ###########
    9.    "BsmtFinSF1"  0.003017 ###########
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   11.        "YrSold"  0.002486 ##########
   12.    "WoodDeckSF"  0.002133 ##########
   13.   "GarageYrBlt"  0.001751 ##########
   14.   "LotFrontage"  0.001667 ##########
   15.     "BsmtUnfSF"  0.001579 ##########
   16.    "GarageType"  0.000957 #########
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   19. "EnclosedPorch"  0.000916 #########
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   24.     "HeatingQC"  0.000873 #########
   25.   "OverallQual"  0.000785 #########
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   27.    "GarageCars"  0.000122 ########
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   78.   "Exterior2nd" -0.001291 #######
   79.  "TotRmsAbvGrd" -0.008013 ##
   80.      "1stFlrSF" -0.011120 
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    1.    "MasVnrArea"  0.007807 ################
    2.     "YearBuilt"  0.007626 ###############
    3.   "GarageYrBlt"  0.007626 ###############
    4.      "1stFlrSF"  0.007241 ###############
    5.     "ExterQual"  0.006372 ###############
    6.   "TotalBsmtSF"  0.006372 ###############
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    1.     "YearBuilt"  0.253061 ################
    2.   "KitchenQual"  0.250738 ###############
    3.  "BsmtFullBath"  0.012696 ##
    4.  "TotRmsAbvGrd"  0.012382 ##
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   32.      "BsmtCond"  0.000000 
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    1.      "2ndFlrSF"  0.016933 ################
    2.    "GarageArea"  0.016933 ################
    3.   "Exterior1st"  0.016933 ################
    4.       "LotArea"  0.008564 ############
    5.      "1stFlrSF"  0.003918 ##########
    6.     "YearBuilt"  0.003761 ##########
    7.   "KitchenQual"  0.002481 #########
    8.    "BsmtFinSF2"  0.001403 #########
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   14.      "FullBath"  0.001166 #########
   15.        "MoSold"  0.001166 #########
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   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
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   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
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   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
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   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
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   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
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   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
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   16.      "BldgType"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
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   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
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   71.   "ScreenPorch"  0.000000 
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    1.   "LotFrontage"  0.012196 ################
    2.  "Neighborhood"  0.012196 ################
    3.      "1stFlrSF"  0.012196 ################
    4.     "BsmtUnfSF"  0.001343 ##########
    5.       "LotArea"  0.001138 ##########
    6.   "GarageYrBlt"  0.000997 ##########
    7.  "GarageFinish"  0.000779 ##########
    8.  "YearRemodAdd"  0.000631 ##########
    9.   "OverallQual"  0.000631 ##########
   10.    "GarageCars"  0.000433 ##########
   11.     "ExterQual"  0.000401 ##########
   12.   "TotalBsmtSF"  0.000245 ##########
   13.            "Id"  0.000245 ##########
   14.      "SaleType"  0.000223 ##########
   15.      "2ndFlrSF"  0.000223 ##########
   16.    "MasVnrType"  0.000223 ##########
   17.    "Fireplaces"  0.000223 ##########
   18.     "HeatingQC"  0.000223 ##########
   19.        "YrSold"  0.000178 ##########
   20.       "MiscVal"  0.000000 #########
   21.      "MSZoning"  0.000000 #########
   22.        "Street"  0.000000 #########
   23.         "Alley"  0.000000 #########
   24. "SaleCondition"  0.000000 #########
   25.   "LandContour"  0.000000 #########
   26.     "Utilities"  0.000000 #########
   27.     "LandSlope"  0.000000 #########
   28.    "Condition1"  0.000000 #########
   29.    "Condition2"  0.000000 #########
   30.      "BldgType"  0.000000 #########
   31.    "HouseStyle"  0.000000 #########
   32.   "OverallCond"  0.000000 #########
   33.     "RoofStyle"  0.000000 #########
   34.      "RoofMatl"  0.000000 #########
   35.     "ExterCond"  0.000000 #########
   36.      "BsmtCond"  0.000000 #########
   37.  "BsmtFinType1"  0.000000 #########
   38.  "BsmtFinType2"  0.000000 #########
   39.    "BsmtFinSF2"  0.000000 #########
   40.       "Heating"  0.000000 #########
   41.     "3SsnPorch"  0.000000 #########
   42.    "CentralAir"  0.000000 #########
   43.    "Electrical"  0.000000 #########
   44.  "LowQualFinSF"  0.000000 #########
   45.  "BsmtHalfBath"  0.000000 #########
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   47.  "KitchenAbvGr"  0.000000 #########
   48.    "Functional"  0.000000 #########
   49.    "GarageType"  0.000000 #########
   50.    "GarageQual"  0.000000 #########
   51.    "GarageCond"  0.000000 #########
   52.    "PavedDrive"  0.000000 #########
   53. "EnclosedPorch"  0.000000 #########
   54.   "ScreenPorch"  0.000000 #########
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   57.         "Fence"  0.000000 #########
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   61.    "Foundation" -0.000237 #########
   62.  "BsmtExposure" -0.000237 #########
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   64.   "FireplaceQu" -0.000311 #########
   65.     "LotConfig" -0.000311 #########
   66.   "OpenPorchSF" -0.000373 #########
   67.        "MoSold" -0.000386 #########
   68.    "WoodDeckSF" -0.000424 #########
   69.   "Exterior1st" -0.000676 #########
   70.    "BsmtFinSF1" -0.000758 #########
   71.     "YearBuilt" -0.000833 #########
   72.     "GrLivArea" -0.001085 #########
   73.      "BsmtQual" -0.001233 #########
   74.  "BedroomAbvGr" -0.001233 #########
   75.      "LotShape" -0.001354 #########
   76.    "MasVnrArea" -0.001577 #########
   77.    "GarageArea" -0.003547 ########
   78.  "TotRmsAbvGrd" -0.004174 #######
   79.   "Exterior2nd" -0.009091 #####
   80.   "KitchenQual" -0.020024 
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   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
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   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
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   57.    "Fireplaces"  0.000000 
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   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
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   64.    "GarageQual"  0.000000 
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   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
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   75.   "MiscFeature"  0.000000 
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   80. "SaleCondition"  0.000000 
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    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
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   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
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   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.   "LotFrontage"  0.020591 ################
    2.      "BsmtQual"  0.020591 ################
    3.   "TotalBsmtSF"  0.020591 ################
    4.      "1stFlrSF"  0.020591 ################
    5.   "GarageYrBlt"  0.002311 ############
    6.     "BsmtUnfSF"  0.000988 ############
    7.    "WoodDeckSF"  0.000988 ############
    8.    "Condition1"  0.000988 ############
    9.    "GarageCond"  0.000988 ############
   10.     "HeatingQC"  0.000988 ############
   11.   "Exterior1st"  0.000947 ############
   12.    "Fireplaces"  0.000000 ###########
   13.   "FireplaceQu"  0.000000 ###########
   14.    "PavedDrive"  0.000000 ###########
   15.   "ScreenPorch"  0.000000 ###########
   16.        "Street"  0.000000 ###########
   17.         "Alley"  0.000000 ###########
   18.      "LotShape"  0.000000 ###########
   19.   "LandContour"  0.000000 ###########
   20.     "Utilities"  0.000000 ###########
   21.     "LandSlope"  0.000000 ###########
   22.      "PoolArea"  0.000000 ###########
   23.    "Condition2"  0.000000 ###########
   24.      "BldgType"  0.000000 ###########
   25.        "PoolQC"  0.000000 ###########
   26.         "Fence"  0.000000 ###########
   27.   "MiscFeature"  0.000000 ###########
   28.       "MiscVal"  0.000000 ###########
   29.        "MoSold"  0.000000 ###########
   30.     "RoofStyle"  0.000000 ###########
   31.      "RoofMatl"  0.000000 ###########
   32.      "SaleType"  0.000000 ###########
   33.    "MasVnrType"  0.000000 ###########
   34.    "MasVnrArea"  0.000000 ###########
   35. "SaleCondition"  0.000000 ###########
   36.     "ExterCond"  0.000000 ###########
   37.      "BsmtCond"  0.000000 ###########
   38.  "BsmtFinType2"  0.000000 ###########
   39.    "BsmtFinSF2"  0.000000 ###########
   40.       "Heating"  0.000000 ###########
   41.     "3SsnPorch"  0.000000 ###########
   42.    "CentralAir"  0.000000 ###########
   43.      "2ndFlrSF"  0.000000 ###########
   44.  "LowQualFinSF"  0.000000 ###########
   45.  "BsmtFullBath"  0.000000 ###########
   46.  "BsmtHalfBath"  0.000000 ###########
   47.      "HalfBath"  0.000000 ###########
   48.  "BedroomAbvGr"  0.000000 ###########
   49.  "KitchenAbvGr"  0.000000 ###########
   50.    "Functional"  0.000000 ###########
   51.            "Id" -0.000047 ###########
   52.       "LotArea" -0.001082 ###########
   53.   "OverallQual" -0.001082 ###########
   54.    "Foundation" -0.001082 ###########
   55.    "Electrical" -0.001082 ###########
   56.        "YrSold" -0.001082 ###########
   57.     "ExterQual" -0.001136 ###########
   58.    "GarageQual" -0.001677 ###########
   59.  "BsmtExposure" -0.001794 ###########
   60.    "BsmtFinSF1" -0.001794 ###########
   61. "EnclosedPorch" -0.002273 ###########
   62.  "GarageFinish" -0.002848 ###########
   63.     "GrLivArea" -0.002931 ###########
   64.    "GarageType" -0.002931 ###########
   65.   "OverallCond" -0.003589 ###########
   66.    "GarageArea" -0.003589 ###########
   67.    "GarageCars" -0.003662 ###########
   68.    "MSSubClass" -0.003767 ###########
   69.  "YearRemodAdd" -0.004479 ##########
   70.   "Exterior2nd" -0.004802 ##########
   71.      "FullBath" -0.004802 ##########
   72.      "MSZoning" -0.004809 ##########
   73.   "KitchenQual" -0.005051 ##########
   74.   "OpenPorchSF" -0.005303 ##########
   75.  "BsmtFinType1" -0.005303 ##########
   76.  "TotRmsAbvGrd" -0.005398 ##########
   77.  "Neighborhood" -0.012500 #########
   78.     "YearBuilt" -0.015625 ########
   79.    "HouseStyle" -0.050794 #
   80.     "LotConfig" -0.058469 
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   33.  "BsmtExposure"  0.000000 
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   40.       "Heating"  0.000000 
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   43.    "Electrical"  0.000000 
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   80. "SaleCondition"  0.000000 
    1.     "GrLivArea"  0.021673 ################
    2.   "Exterior1st"  0.021673 ################
    3.     "YearBuilt"  0.021673 ################
    4.        "YrSold"  0.021673 ################
    5.  "TotRmsAbvGrd"  0.005952 #############
    6.    "GarageQual"  0.003810 #############
    7.  "YearRemodAdd"  0.002976 #############
    8.    "MSSubClass"  0.002976 #############
    9.  "GarageFinish"  0.002976 #############
   10.   "Exterior2nd"  0.002976 #############
   11.    "Electrical"  0.002976 #############
   12.   "TotalBsmtSF"  0.002976 #############
   13.      "MSZoning"  0.002070 #############
   14.      "FullBath"  0.002070 #############
   15.     "BsmtUnfSF"  0.002070 #############
   16.    "Foundation"  0.002070 #############
   17.     "HeatingQC"  0.002070 #############
   18.   "KitchenQual"  0.002070 #############
   19.   "OpenPorchSF"  0.002070 #############
   20.         "Fence"  0.002070 #############
   21.    "MasVnrType"  0.001082 #############
   22.            "Id"  0.001082 #############
   23.    "HouseStyle"  0.001082 #############
   24.      "BsmtCond"  0.001082 #############
   25. "EnclosedPorch"  0.001082 #############
   26.     "Utilities"  0.000000 #############
   27.     "LandSlope"  0.000000 #############
   28.    "Condition1"  0.000000 #############
   29.    "Condition2"  0.000000 #############
   30.      "BldgType"  0.000000 #############
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   32.     "LotConfig"  0.000000 #############
   33.     "RoofStyle"  0.000000 #############
   34.      "RoofMatl"  0.000000 #############
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   36.     "ExterQual"  0.000000 #############
   37.     "ExterCond"  0.000000 #############
   38.  "BsmtFinType2"  0.000000 #############
   39.    "BsmtFinSF2"  0.000000 #############
   40.       "Heating"  0.000000 #############
   41.      "BsmtQual"  0.000000 #############
   42.    "CentralAir"  0.000000 #############
   43.  "LowQualFinSF"  0.000000 #############
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   45.  "BsmtHalfBath"  0.000000 #############
   46.      "HalfBath"  0.000000 #############
   47.  "BedroomAbvGr"  0.000000 #############
   48.  "KitchenAbvGr"  0.000000 #############
   49.    "Functional"  0.000000 #############
   50.     "3SsnPorch"  0.000000 #############
   51.    "GarageCars"  0.000000 #############
   52.    "GarageArea"  0.000000 #############
   53.    "GarageCond"  0.000000 #############
   54.        "Street"  0.000000 #############
   55.         "Alley"  0.000000 #############
   56. "SaleCondition"  0.000000 #############
   57.   "ScreenPorch"  0.000000 #############
   58.      "PoolArea"  0.000000 #############
   59.        "PoolQC"  0.000000 #############
   60.      "LotShape"  0.000000 #############
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   62.       "MiscVal"  0.000000 #############
   63.   "LandContour"  0.000000 #############
   64.      "SaleType"  0.000000 #############
   65.      "1stFlrSF" -0.001190 #############
   66.    "Fireplaces" -0.001190 #############
   67.   "FireplaceQu" -0.001190 #############
   68.  "BsmtExposure" -0.001190 #############
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   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.            "Id"  0.000000 
    2.    "MSSubClass"  0.000000 
    3.      "MSZoning"  0.000000 
    4.   "LotFrontage"  0.000000 
    5.       "LotArea"  0.000000 
    6.        "Street"  0.000000 
    7.         "Alley"  0.000000 
    8.      "LotShape"  0.000000 
    9.   "LandContour"  0.000000 
   10.     "Utilities"  0.000000 
   11.     "LotConfig"  0.000000 
   12.     "LandSlope"  0.000000 
   13.  "Neighborhood"  0.000000 
   14.    "Condition1"  0.000000 
   15.    "Condition2"  0.000000 
   16.      "BldgType"  0.000000 
   17.    "HouseStyle"  0.000000 
   18.   "OverallQual"  0.000000 
   19.   "OverallCond"  0.000000 
   20.     "YearBuilt"  0.000000 
   21.  "YearRemodAdd"  0.000000 
   22.     "RoofStyle"  0.000000 
   23.      "RoofMatl"  0.000000 
   24.   "Exterior1st"  0.000000 
   25.   "Exterior2nd"  0.000000 
   26.    "MasVnrType"  0.000000 
   27.    "MasVnrArea"  0.000000 
   28.     "ExterQual"  0.000000 
   29.     "ExterCond"  0.000000 
   30.    "Foundation"  0.000000 
   31.      "BsmtQual"  0.000000 
   32.      "BsmtCond"  0.000000 
   33.  "BsmtExposure"  0.000000 
   34.  "BsmtFinType1"  0.000000 
   35.    "BsmtFinSF1"  0.000000 
   36.  "BsmtFinType2"  0.000000 
   37.    "BsmtFinSF2"  0.000000 
   38.     "BsmtUnfSF"  0.000000 
   39.   "TotalBsmtSF"  0.000000 
   40.       "Heating"  0.000000 
   41.     "HeatingQC"  0.000000 
   42.    "CentralAir"  0.000000 
   43.    "Electrical"  0.000000 
   44.      "1stFlrSF"  0.000000 
   45.      "2ndFlrSF"  0.000000 
   46.  "LowQualFinSF"  0.000000 
   47.     "GrLivArea"  0.000000 
   48.  "BsmtFullBath"  0.000000 
   49.  "BsmtHalfBath"  0.000000 
   50.      "FullBath"  0.000000 
   51.      "HalfBath"  0.000000 
   52.  "BedroomAbvGr"  0.000000 
   53.  "KitchenAbvGr"  0.000000 
   54.   "KitchenQual"  0.000000 
   55.  "TotRmsAbvGrd"  0.000000 
   56.    "Functional"  0.000000 
   57.    "Fireplaces"  0.000000 
   58.   "FireplaceQu"  0.000000 
   59.    "GarageType"  0.000000 
   60.   "GarageYrBlt"  0.000000 
   61.  "GarageFinish"  0.000000 
   62.    "GarageCars"  0.000000 
   63.    "GarageArea"  0.000000 
   64.    "GarageQual"  0.000000 
   65.    "GarageCond"  0.000000 
   66.    "PavedDrive"  0.000000 
   67.    "WoodDeckSF"  0.000000 
   68.   "OpenPorchSF"  0.000000 
   69. "EnclosedPorch"  0.000000 
   70.     "3SsnPorch"  0.000000 
   71.   "ScreenPorch"  0.000000 
   72.      "PoolArea"  0.000000 
   73.        "PoolQC"  0.000000 
   74.         "Fence"  0.000000 
   75.   "MiscFeature"  0.000000 
   76.       "MiscVal"  0.000000 
   77.        "MoSold"  0.000000 
   78.        "YrSold"  0.000000 
   79.      "SaleType"  0.000000 
   80. "SaleCondition"  0.000000 
    1.  "Neighborhood"  0.163953 ################
    2.     "GrLivArea"  0.158488 #############
    3.     "YearBuilt"  0.149058 ##########
    4.   "OverallQual"  0.144466 ########
    5.    "GarageArea"  0.142453 #######
    6.       "LotArea"  0.142151 #######
    7.   "Exterior2nd"  0.138613 ######
    8.  "BsmtFinType1"  0.135768 #####
    9.     "ExterQual"  0.135043 #####
   10.      "1stFlrSF"  0.134436 ####
   11.   "TotalBsmtSF"  0.134292 ####
   12.   "GarageYrBlt"  0.134229 ####
   13.   "KitchenQual"  0.133653 ####
   14.  "YearRemodAdd"  0.133590 ####
   15.  "GarageFinish"  0.133553 ####
   16.            "Id"  0.133040 ####
   17.   "OpenPorchSF"  0.132988 ####
   18.   "FireplaceQu"  0.132781 ####
   19.   "Exterior1st"  0.132692 ####
   20.      "BsmtQual"  0.131836 ####
   21.    "BsmtFinSF1"  0.131735 ###
   22.      "FullBath"  0.131592 ###
   23.   "LotFrontage"  0.131426 ###
   24.     "BsmtUnfSF"  0.129262 ###
   25.    "WoodDeckSF"  0.128070 ##
   26.    "GarageType"  0.127256 ##
   27.    "Fireplaces"  0.126655 ##
   28.     "HeatingQC"  0.126490 ##
   29.  "TotRmsAbvGrd"  0.125956 #
   30.        "YrSold"  0.125885 #
   31.    "MasVnrArea"  0.125510 #
   32.        "MoSold"  0.125465 #
   33.    "GarageCars"  0.125357 #
   34.    "Foundation"  0.125317 #
   35.    "MSSubClass"  0.125236 #
   36.      "2ndFlrSF"  0.125140 #
   37.    "HouseStyle"  0.125088 #
   38.   "OverallCond"  0.123919 #
   39.  "BsmtExposure"  0.123482 
   40.  "BsmtFullBath"  0.123358 
   41.      "LotShape"  0.123219 
   42.    "MasVnrType"  0.123119 
   43.      "HalfBath"  0.122481 
   44.  "BedroomAbvGr"  0.122435 
   45.      "MSZoning"  0.121969 
   46.     "LotConfig"  0.121811 
   47.     "RoofStyle"  0.121672 
   48.         "Fence"  0.121450 
   49. "SaleCondition"  0.121416 
   50.      "SaleType"  0.121354 
   51.      "BldgType"  0.121295 
   52. "EnclosedPorch"  0.121267 
   53.    "GarageQual"  0.121213 
   54.  "BsmtFinType2"  0.121168 
   55.    "GarageCond"  0.121141 
   56.    "Condition1"  0.121116 
   57.    "BsmtFinSF2"  0.121114 
   58.    "Electrical"  0.121112 
   59.    "CentralAir"  0.121093 
   60.     "ExterCond"  0.121085 
   61.   "LandContour"  0.121081 
   62.    "PavedDrive"  0.121077 
   63.      "BsmtCond"  0.121063 
   64.   "ScreenPorch"  0.121057 
   65.    "Functional"  0.121054 
   66.  "KitchenAbvGr"  0.121053 
   67.         "Alley"  0.121048 
   68.  "BsmtHalfBath"  0.121036 
   69.      "RoofMatl"  0.121033 
   70.     "LandSlope"  0.121033 
   71.   "MiscFeature"  0.121032 
   72.       "Heating"  0.121032 
   73.     "3SsnPorch"  0.121031 
   74.    "Condition2"  0.121031 
    1.  "OverallQual" 37.000000 ################
    2.    "YearBuilt" 30.000000 ############
    3.    "GrLivArea" 30.000000 ############
    4.    "ExterQual" 28.000000 ############
    5.  "KitchenQual" 26.000000 ###########
    6.     "BsmtQual" 20.000000 ########
    7.     "FullBath" 19.000000 ########
    8. "Neighborhood" 18.000000 #######
    9. "GarageFinish" 18.000000 #######
   10.  "GarageYrBlt" 10.000000 ####
   11.  "FireplaceQu"  9.000000 ###
   12.  "OpenPorchSF"  8.000000 ###
   13.   "Foundation"  7.000000 ##
   14. "YearRemodAdd"  6.000000 ##
   15.   "Fireplaces"  6.000000 ##
   16.  "Exterior2nd"  4.000000 #
   17.  "TotalBsmtSF"  4.000000 #
   18.   "GarageArea"  4.000000 #
   19. "BsmtFinType1"  3.000000 
   20.   "MSSubClass"  2.000000 
   21.   "GarageType"  2.000000 
   22.   "WoodDeckSF"  2.000000 
   23.  "LotFrontage"  1.000000 
   24.      "LotArea"  1.000000 
   25.  "Exterior1st"  1.000000 
   26.    "HeatingQC"  1.000000 
   27.     "1stFlrSF"  1.000000 
   28. "TotRmsAbvGrd"  1.000000 
   29.   "GarageCars"  1.000000 
    1.  "Neighborhood" 2664.000000 ################
    2.     "GrLivArea" 2016.000000 ############
    3.            "Id" 1964.000000 ###########
    4.       "LotArea" 1957.000000 ###########
    5.    "GarageArea" 1875.000000 ###########
    6.   "TotalBsmtSF" 1714.000000 ##########
    7.     "BsmtUnfSF" 1660.000000 #########
    8.      "1stFlrSF" 1660.000000 #########
    9.   "Exterior2nd" 1476.000000 ########
   10.     "YearBuilt" 1458.000000 ########
   11.    "BsmtFinSF1" 1404.000000 ########
   12.   "Exterior1st" 1327.000000 #######
   13.   "LotFrontage" 1312.000000 #######
   14.   "GarageYrBlt" 1306.000000 #######
   15.  "BsmtFinType1" 1294.000000 #######
   16.  "YearRemodAdd" 1280.000000 #######
   17.        "MoSold" 1059.000000 ######
   18.   "OpenPorchSF" 1045.000000 ######
   19.    "WoodDeckSF" 945.000000 #####
   20.        "YrSold" 856.000000 #####
   21.      "2ndFlrSF" 762.000000 ####
   22.    "MasVnrArea" 725.000000 ####
   23.   "FireplaceQu" 652.000000 ###
   24.     "HeatingQC" 650.000000 ###
   25.  "TotRmsAbvGrd" 621.000000 ###
   26.  "GarageFinish" 616.000000 ###
   27.   "OverallQual" 526.000000 ###
   28.    "MSSubClass" 524.000000 ###
   29.  "BsmtExposure" 489.000000 ##
   30.    "HouseStyle" 476.000000 ##
   31.    "GarageType" 417.000000 ##
   32.   "OverallCond" 411.000000 ##
   33.      "LotShape" 395.000000 ##
   34.    "MasVnrType" 350.000000 ##
   35.  "BsmtFullBath" 329.000000 #
   36.   "KitchenQual" 297.000000 #
   37.    "Foundation" 296.000000 #
   38.     "LotConfig" 295.000000 #
   39.  "BedroomAbvGr" 292.000000 #
   40.      "BsmtQual" 277.000000 #
   41.    "Fireplaces" 272.000000 #
   42.    "GarageCars" 249.000000 #
   43.      "HalfBath" 224.000000 #
   44.     "RoofStyle" 191.000000 #
   45.     "ExterQual" 185.000000 #
   46.      "MSZoning" 181.000000 #
   47.      "FullBath" 178.000000 #
   48.         "Fence" 152.000000 
   49. "SaleCondition" 120.000000 
   50.      "BldgType" 108.000000 
   51. "EnclosedPorch" 107.000000 
   52.      "SaleType" 84.000000 
   53.  "BsmtFinType2" 82.000000 
   54.    "GarageQual" 67.000000 
   55.    "Condition1" 65.000000 
   56.    "BsmtFinSF2" 59.000000 
   57.    "GarageCond" 58.000000 
   58.    "Electrical" 52.000000 
   59.   "LandContour" 43.000000 
   60.     "ExterCond" 43.000000 
   61.    "PavedDrive" 36.000000 
   62.    "CentralAir" 35.000000 
   63.      "BsmtCond" 24.000000 
   64.   "ScreenPorch" 22.000000 
   65.    "Functional" 20.000000 
   66.         "Alley" 18.000000 
   67.  "KitchenAbvGr" 18.000000 
   68.  "BsmtHalfBath"  6.000000 
   69.     "LandSlope"  4.000000 
   70.      "RoofMatl"  3.000000 
   71.   "MiscFeature"  3.000000 
   72.       "Heating"  2.000000 
   73.    "Condition2"  1.000000 
   74.     "3SsnPorch"  1.000000 
    1.  "Neighborhood" 94681.460022 ################
    2.     "GrLivArea" 77877.768697 #############
    3.       "LotArea" 58339.996936 #########
    4.    "GarageArea" 57444.732391 #########
    5.     "YearBuilt" 57197.991375 #########
    6.   "Exterior2nd" 46167.525602 #######
    7.            "Id" 43468.491837 #######
    8.   "TotalBsmtSF" 42715.035945 #######
    9.      "1stFlrSF" 42661.354486 #######
   10.  "BsmtFinType1" 38918.568008 ######
   11.   "OverallQual" 36371.602314 ######
   12.   "Exterior1st" 36271.338860 ######
   13.   "GarageYrBlt" 35893.855495 ######
   14.    "BsmtFinSF1" 35595.695977 ######
   15.  "YearRemodAdd" 34820.457206 #####
   16.     "BsmtUnfSF" 33899.197577 #####
   17.   "LotFrontage" 32910.132194 #####
   18.   "OpenPorchSF" 32054.556895 #####
   19.   "FireplaceQu" 25264.671822 ####
   20.  "GarageFinish" 25001.964992 ####
   21.    "WoodDeckSF" 23124.464321 ###
   22.     "ExterQual" 20122.321605 ###
   23.   "KitchenQual" 20114.572863 ###
   24.        "MoSold" 19246.596610 ###
   25.        "YrSold" 17785.759990 ###
   26.      "BsmtQual" 17539.021801 ##
   27.    "MasVnrArea" 16603.003539 ##
   28.     "HeatingQC" 16596.219416 ##
   29.      "2ndFlrSF" 16581.453303 ##
   30.      "FullBath" 16243.385833 ##
   31.  "TotRmsAbvGrd" 15220.918690 ##
   32.    "GarageType" 14249.690208 ##
   33.    "MSSubClass" 13496.749469 ##
   34.    "HouseStyle" 12992.116444 ##
   35.    "Fireplaces" 10922.487289 #
   36.  "BsmtExposure" 9807.389915 #
   37.    "GarageCars" 9747.181381 #
   38.   "OverallCond" 9473.815257 #
   39.    "Foundation" 9402.955504 #
   40.      "LotShape" 8227.469329 #
   41.  "BsmtFullBath" 8129.096160 #
   42.    "MasVnrType" 7649.411760 #
   43.  "BedroomAbvGr" 5678.494199 
   44.      "HalfBath" 5367.817148 
   45.     "LotConfig" 4386.018495 
   46.      "MSZoning" 3603.953357 
   47.     "RoofStyle" 3221.631478 
   48.         "Fence" 2257.131583 
   49. "SaleCondition" 1844.466596 
   50.      "BldgType" 1539.419891 
   51.      "SaleType" 1386.510652 
   52. "EnclosedPorch" 1381.877905 
   53.    "GarageQual" 990.962508 
   54.  "BsmtFinType2" 955.762693 
   55.    "GarageCond" 728.616491 
   56.    "Condition1" 650.529196 
   57.    "Electrical" 611.325974 
   58.    "BsmtFinSF2" 607.010702 
   59.    "CentralAir" 463.035250 
   60.     "ExterCond" 437.833489 
   61.    "PavedDrive" 410.815984 
   62.   "LandContour" 408.563313 
   63.      "BsmtCond" 261.771935 
   64.   "ScreenPorch" 215.877174 
   65.    "Functional" 207.470204 
   66.  "KitchenAbvGr" 202.377719 
   67.         "Alley" 162.383399 
   68.  "BsmtHalfBath" 54.043667 
   69.     "LandSlope" 31.496977 
   70.      "RoofMatl" 26.360016 
   71.   "MiscFeature" 23.399557 
   72.       "Heating" 16.112284 
   73.     "3SsnPorch"  8.972414 
   74.    "Condition2"  6.931472